From 24fae621159a0a71c7339911742f0053db91d7a4 Mon Sep 17 00:00:00 2001 From: heba Date: Mon, 21 Jul 2025 23:20:12 +0300 Subject: [PATCH 1/2] finish the deliverables of milestone3 --- 3_data_exploration/README.md | 17 +- .../class7_math_exploration.ipynb | 195 ++ 3_data_exploration/data_exploration.ipynb | 916 ++++++++++ 4_data_analysis/README.md | 39 + 4_data_analysis/dataset_analysis.ipynb | 1580 +++++++++++++++++ .../retrospectives/3_data_analysis.md | 28 + 6 files changed, 2774 insertions(+), 1 deletion(-) create mode 100644 3_data_exploration/class7_math_exploration.ipynb create mode 100644 3_data_exploration/data_exploration.ipynb create mode 100644 4_data_analysis/dataset_analysis.ipynb diff --git a/3_data_exploration/README.md b/3_data_exploration/README.md index 8d180e06e..ac2015202 100644 --- a/3_data_exploration/README.md +++ b/3_data_exploration/README.md @@ -1 +1,16 @@ -# Data Exploration +# Data Exploration Guide + +- This notebook (`data_exploration.ipynb`) explores the final merged dataset used in the project. It does the following: + + - Loads the cleaned dataset from `1_datasets` + - Checks dimensions, data types, and missing values + - Generates descriptive statistics + - Visualizes key variables including math proficiency in 2019 and 2023 + - Explores distribution of learning losses + - Identifies countries with the largest changes in math proficiency + +- This notebook ( `class7_math_exploration.ipynb`)explores student-level data from **grade 7** in Bangladesh across 3 academic years (2019–2021). It includes: + + - Loading the dataset from `1_datasets` + - Visualizing math scores by academic year using boxplots and histograms + - Observing trends in learning disruption during the pandemic period diff --git a/3_data_exploration/class7_math_exploration.ipynb b/3_data_exploration/class7_math_exploration.ipynb new file mode 100644 index 000000000..ff93c8dab --- /dev/null +++ b/3_data_exploration/class7_math_exploration.ipynb @@ -0,0 +1,195 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "422e8881", + "metadata": {}, + "source": [ + "# Grade 7 Math Performance Analysis (2019–2021)\n", + "This notebook explores math performance trends for seventh-grade students over three academic years:\n", + "- **2019** (pre-pandemic)\n", + "- **2020** (pandemic disruption)\n", + "- **2021** (early recovery)\n", + "\n", + "Each year includes a different cohort of 150 students. This is a **cross-sectional** dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "92bbf780", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from scipy import stats\n", + "sns.set(style='whitegrid')\n", + "\n", + "# Load data\n", + "df = pd.read_csv(\"C:/Users/heba9/OneDrive/Desktop/class7_math_results.cleaned.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "66c7dc72", + "metadata": {}, + "source": [ + "## Boxplot: Math Marks by Year" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ee848913", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\heba9\\AppData\\Local\\Temp\\ipykernel_63724\\2846779687.py:2: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14, 10)) \n", + "sns.boxplot(\n", + " data=df, x=\"AcademicYear\", y=\"MathMarks\", palette=\"Set2\", width=0.4, linewidth=2\n", + ")\n", + "\n", + "plt.title(\"Math Scores by Academic Year (Grade 7)\", fontsize=18)\n", + "plt.xlabel(\"Academic Year\", fontsize=14)\n", + "plt.ylabel(\"Math Marks\", fontsize=14)\n", + "plt.ylim(0, 200) \n", + "plt.xticks(fontsize=12)\n", + "plt.yticks(fontsize=12)\n", + "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "632b285f", + "metadata": {}, + "source": [ + "## Distribution: Math Marks by Year" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9dc5bc32", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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USdLNN9+sY445Zp/tlePtxhtv1Pr16/XEE0+of//+cjgc8ng8WrRo0SFdHwCAxo4leAAANFAvvPCCcnJy9Je//GW/2//xj3/orLPOkmmacrvdOvHEEyN9cSrvZFY5a6YuPvvssyrNz9955x0Fg0ENGjRIkpSYmKiCgoIqd6v7bZPlAwVnlSp/kH/99derPP7mm28qFApFZo7URZ8+feRwOPY594oVK7R9+/YqvXhq68QTT5TT6dTTTz+tVatWHTCAWrlypQYNGqSTTjopEj798MMPys/PrzJz61Dep721bdtWb7/9tn799dd9tm3cuFHS/5bLDRgwQJ9++mmVu+KtXbtWV1xxhb7//nsNHDhQ33zzzT7neu2119SiRQt17NjxgHUcc8wx2rhxozp37qyjjjoq8ue1117TokWLZLVaazR+D+TTTz+t8vWbb76p1q1bV6nprLPO0meffabXXntNv//97/eZQVdbhx12mDIzM7V169Yqz6lVq1aaPn165A5/K1eu1KmnnqrBgwdHgrZPPvlE0oFn6wEA0BwwAwoAgDgrLS3VqlWrJFX8gFpQUKD//ve/Wrhwoc4444wDztw49thj9cQTT+jWW2/VGWecoUAgoPnz5ystLU2DBw+WVDFr45tvvtHy5ctr1GB7b7m5ubr22ms1duxYbdq0STNmzNCQIUMis3dOPPFEPf3007r99tt19tln65dfftHjjz9eJXRKTk6WVNETqEuXLvvMaunatatGjx6tOXPmyOv1atCgQVq9erXmzJmjQYMGRZaQ1UVaWpquuOIKzZkzR3a7XSNHjtTWrVs1a9Ysde3aVWeeeWadz52QkKBhw4ZpwYIF6t279wFnU/Xu3VtLlizR888/ry5dumjNmjWaO3euDMOo0ruq8n366quvqvR9qq2JEyfqiy++0FlnnaULL7xQ/fr1k8Vi0ffff6/HH39cQ4cOjTQ1v+aaa3TuuedGlrz5/X7NmjVLRx55pIYOHao+ffrotdde0yWXXKIJEyYoPT1dr7zyij7//HNNmzbtoKHZxRdfrFdffVUXX3yxLr30UqWnp+utt97Siy++qNtuu01SzcbvgTz99NNKTExUz5499eabb+rTTz/V/fffX6V31Kmnnqq7775b3377rW699dY6v6aVrFarJk6cqDvvvFNWq1UnnniiiouL9fDDD2vXrl2R5Ya9e/fW66+/riOPPFKtWrXSN998o0cffXSf9xwAgOaGAAoAgDj76aefdO6550qqmAmTmZmpzp0767777tungfbehg4dqgceeECPP/54pHHz0UcfrX//+9+RnlHnn3++fvjhB11++eW69957lZ2dXeO6zjnnHHm9Xo0fP14Oh0OjRo3STTfdFPkhf8iQIbrlllv09NNP691339WRRx6pOXPm6M9//nPkHElJSbrkkku0cOFCffTRR5FGzXubOnWqOnbsqJdeekkLFixQdna2xo4dq/Hjxx/yzKBrr71WWVlZeuaZZ7Ro0SKlpaXpd7/7nf72t78d8oyY0047TW+//fY+DbH3duuttyoQCOjBBx+U3+9Xu3btdPXVV2vdunX64IMPFAqFZLVaddVVV+nhhx/W5ZdfrrfeeqvONbVr104vv/yyHn30Ub3++uuaN2+eTNNUx44dNW7cOF144YWR969nz556+umnNX36dE2cOFGJiYkaNmyYbrzxRjkcDrVo0ULPP/+8pk+frqlTpyoQCOiII47Qww8/rJEjRx60jpYtW+qFF17Q9OnTNXnyZPl8PnXq1ElTp07VWWedJalm4/dA/v73v+vxxx/Xgw8+qPbt22vGjBn7zEJzOp069thjtXbt2kOa7ba3s88+W4mJiZo/f74WLlyohIQE9e/fXw888EAkhLzvvvt099136+6775ZUcZe8KVOm6LXXXtOKFSuiUgcAAI2RYdakkyUAAADQiHi9Xg0bNkxXXnmlLr300niXAwBAs8cMKAAAADQZ27Zt08svv6zPPvtMUsWsJQAAEH8EUAAAAGgyLBaLnn76aSUkJGjGjBmRPmQAACC+WIIHAAAAAACAmIrOPX8BAAAAAACAAyCAAgAAAAAAQEwRQAEAAAAAACCmml0T8m+++Uamacput8e7FAAAAAAAgAYhEAjIMAz169cvJudvdjOgTNOM/AH2xzRN+f1+xggOinGC6jBGUBOME9QE4wTVYYygJhgnqE6ss5JmNwPKbrfL7/era9euSkhIiHc5aIDKy8u1evVqxggOinGC6jBGUBOME9QE4wTVYYygJhgnqM53330nwzBidv5mNwMKAAAAAAAA9YsACgAAAAAAADFFAAUAAAAAAICYIoACAAAAAABATBFAAQAAAAAAIKaa3V3wAAAAAABAzYRCIQUCgXiXgSiw2+2yWq1xuz4BFAAAAAAAqMI0Te3cuVOFhYXxLgVRlJaWplatWskwjHq/NgEUAAAAAACoojJ8ys7OVkJCQlwCC0SPaZoqLy9XTk6OJKl169b1XgMBFAAAAAAAiAiFQpHwKTMzM97lIErcbrckKScnR9nZ2fW+HI8m5AAAAAAAIKKy51NCQkKcK0G0Vb6n8ejrRQAFAAAAAAD2wbK7piee7ykBFAAAAAAAAGKKAAoAAAAAANTZzTffrMMPP1yPPfZYvV537NixGjt2bL1c69Zbb9WIESNqtO+iRYt0+OGHa+bMmfvdvnv3bh1zzDE655xzFAqFollmg0YABQAAAAAA6qS0tFTvvvuuunfvrhdffFGmaca7pJi45pprNGfOnBrte/bZZ+v444/X/PnztWbNmn22//3vf5ff79f9999f743A44kACgAAAAAA1Mmbb76pUCikO+64Q7/++qv++9//xrukmOjQoYN69uxZ4/3vueceuVwu3XHHHVVmOb399tt69913ddNNN6lTp04xqLThIoACAAAAAAB18tJLL2nQoEEaNGiQOnfurBdeeGGffd58802deeaZ6tOnj4YPH65//vOf8vv9ke1Lly7Veeedp379+qlXr1763e9+p2eeeabKObZv364JEybo6KOP1pAhQ/TEE0/st55Fixbp9NNPV69evTR8+HDNnj1bwWAwsv3WW2/VuHHj9OKLL+qkk05S79699ec//1kbN27Uhx9+qFGjRqlPnz46++yztXr16irH7b0EzzRNPfvsszr99NPVu3dvnXzyyZo3b15kBljr1q1188036/vvv9fTTz8tSSouLtY999yj448/Xuedd54kyefz6f7779ewYcPUq1cvjRo1Sm+99VaV5+T1ejV9+nSdcsop6tWrl/r3769LLrlkn/ouuugi3XXXXRowYIBGjx5d5Xk3BLZ4FwAAAAAAABqf9evX69tvv9WMGTMkSWeeeaYefPBB7dq1Sy1btpQkvfDCC7rrrrt01llnaeLEidq6davuv/9+FRQUaNq0afroo480fvx4XXjhhbr22mvl9Xr1zDPP6O6771bPnj3Vv39/lZeX64ILLpDFYtHf//532Ww2zZo1S1u2bFG/fv0i9Tz66KOaOXOmLrjgAt12221avXq1Zs+erR07dmjatGmR/VatWqWcnBzdeuut8nq9mjx5sq644goZhqHrrrtOFotF06ZN04033qg333xzv899xowZWrBggS6++GINGTJEP/74o2bOnCm/36/x48dLks4991y98847+te//qXTTz9dDz30kPx+v6ZNmybDMGSapsaPH6+vv/5a1113nbp06aL33ntPEydOlN/v15/+9CdJFT22vvrqK91www3q0KGDNm3apFmzZmnixIlasmRJ5M52K1askGEYmj17tsrKymSzNazIp2FVAwAAAAAAGoX//Oc/SklJ0UknnSRJ+tOf/qQHH3xQixYt0oQJExQOhzV79mydfPLJmjp1auQ4n8+nl19+WX6/X+vWrdOf/vQnTZo0KbK9X79+GjRokL766iv1799fL7/8srZv365XX31Vhx9+uCRFZh1VKikp0dy5c3XuuefqjjvukCQdf/zxSktL0x133KFLLrlE3bp1k1TRt+rBBx9Uly5dJElffvmlFi5cqCeffFLHHnusJGnnzp36xz/+oeLiYqWkpFR53sXFxXriiSc0duxY3XzzzZKkIUOGKD8/XytXrqyy7913361Ro0bpb3/7m77++mvdf//9kXDus88+06effqqZM2fqtNNOkySdcMIJ8ng8euCBB/SHP/xB4XBYZWVl+r//+7/IPsccc4zKysp03333affu3crOzpYkBYNBTZkyRR07dqzbGxpjBFAAAAAAAKBWgsGgXnvtNZ100kny+Xzy+XxyuVwaNGiQFi1apKuvvlqbNm1Sbm5uJKCqdPHFF+viiy+WJF122WWSpPLycm3ZskUbN27U999/L0kKBAKSKmb2tG/fPhI+SRVL3Pr27Rv5+ptvvpHH49GIESOqLD2rXDa3bNmySACVmpoaCZ8kqUWLFpJU5XxpaWmStN8AatWqVQoEAlUCMKliGdxvtW3bVjfddJMmT56sU089VaNGjYpsW758uQzD0LBhw/ap+bXXXtMvv/yiHj16aMGCBZKknJwcbd68WRs2bNCHH35Y5TWSJJfLpQ4dOuxTQ0NBAAUAAAAAAGrlo48+Um5urhYvXqzFixfvs/3DDz9Uenq6JCkzM/OA58nPz9ddd92lpUuXyjAMdezYUUcffbQkRfopFRUVKSMjY59jW7RoodzcXElSYWGhJOmKK67Y73VycnIi/5+UlLTffdxu9wHr3FvltfZX0/6ccMIJkqThw4fvcx7TNNW/f//9HpeTk6MePXro008/1bRp07RhwwYlJibq8MMPV2JioiRVuetgZmZmZDleQ0QABQAAAAAAauU///mP2rZtq3vvvXefbdddd51eeOEF3XLLLZIqQqa9FRYW6scff1Tfvn114403av369XriiSfUv39/ORwOeTweLVq0KLJ/enq6Nm/evM91KoMgSZFZSg888MB+7y6XlZVVl6e5X5XXys/P12G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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(\n", + " data=df,\n", + " x=\"MathMarks\",\n", + " hue=\"AcademicYear\",\n", + " element=\"step\",\n", + " kde=True,\n", + " multiple=\"stack\",\n", + ")\n", + "plt.title(\"Distribution of Math Scores by Year\")\n", + "plt.xlabel(\"Math Marks\")\n", + "plt.ylabel(\"Number of Students\")\n", + "plt.xlim(0, 200) \n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "4ec172cb", + "metadata": {}, + "source": [ + "## ANOVA Test: Is There a Significant Difference in Scores?" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7c2baed8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "F-statistic: 26.498\n", + "P-value: 0.0000\n" + ] + } + ], + "source": [ + "anova_result = stats.f_oneway(\n", + " df[df[\"AcademicYear\"] == 2019][\"MathMarks\"],\n", + " df[df[\"AcademicYear\"] == 2020][\"MathMarks\"],\n", + " df[df[\"AcademicYear\"] == 2021][\"MathMarks\"],\n", + ")\n", + "print(f\"F-statistic: {anova_result.statistic:.3f}\")\n", + "print(f\"P-value: {anova_result.pvalue:.4f}\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "59294c12", + "metadata": {}, + "source": [ + "### 🔍 Interpretation\n", + "- If the p-value is **less than 0.05**, we reject the null hypothesis and conclude that math performance **varied significantly** across the years.\n", + "- If the p-value is **greater than 0.05**, we fail to reject the null hypothesis and conclude there is **no significant difference** in math scores between the years." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/3_data_exploration/data_exploration.ipynb b/3_data_exploration/data_exploration.ipynb new file mode 100644 index 000000000..8c6603209 --- /dev/null +++ b/3_data_exploration/data_exploration.ipynb @@ -0,0 +1,916 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7094e367", + "metadata": {}, + "source": [ + "\n", + "# Milestone 3 – Exploratory Data Analysis (EDA)\n", + "\n", + "This notebook explores how math proficiency among primary students changed between **2019 and 2023** across countries of different income levels, and how this change relates to other key education indicators such as:\n", + "\n", + "- Government education spending\n", + "- Completion rate\n", + "- Pupil-to-trained-teacher ratio\n", + "- Out-of-school rate\n", + "- Digital connectivity\n", + "- School closure duration\n", + "\n", + "We use summary statistics, pivot tables, and visualizations to uncover trends and support our research question on the impact of COVID-19 on learning outcomes. This step sets the foundation for modeling in the next milestone.\n", + "." + ] + }, + { + "cell_type": "markdown", + "id": "f41aeb2f", + "metadata": {}, + "source": [ + "## Load and Preview Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a807db10", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ISOYearmath_proficiencycompletion_rategov_edu_spendingout_of_school_ratetrained_teacher_ratiodigital_connectivityschool_closure_daysincome_group
0ALB201961.7597.33.923.0NaNNaN201.0Upper middle income
1ALB202368.0097.42.9210.0NaNNaN201.0Upper middle income
2ARE201953.42NaN3.862.018.60NaN463.0High income
3ARE202360.00NaNNaN1.014.83NaN463.0High income
4ARG201913.1096.34.771.0NaN0.39575.0Upper middle income
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" + ], + "text/plain": [ + " ISO Year math_proficiency completion_rate gov_edu_spending \\\n", + "0 ALB 2019 61.75 97.3 3.92 \n", + "1 ALB 2023 68.00 97.4 2.92 \n", + "2 ARE 2019 53.42 NaN 3.86 \n", + "3 ARE 2023 60.00 NaN NaN \n", + "4 ARG 2019 13.10 96.3 4.77 \n", + "\n", + " out_of_school_rate trained_teacher_ratio digital_connectivity \\\n", + "0 3.0 NaN NaN \n", + "1 10.0 NaN NaN \n", + "2 2.0 18.60 NaN \n", + "3 1.0 14.83 NaN \n", + "4 1.0 NaN 0.39 \n", + "\n", + " school_closure_days income_group \n", + "0 201.0 Upper middle income \n", + "1 201.0 Upper middle income \n", + "2 463.0 High income \n", + "3 463.0 High income \n", + "4 575.0 Upper middle income " + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "sns.set(style='whitegrid')\n", + "df = pd.read_csv(\"../1_datasets/final_dataset.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "4ffd4b7d", + "metadata": {}, + "source": [ + "## Reshape Data for Change Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "eccd263b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ISOmath_proficiency_2019math_proficiency_2023completion_rate_2019completion_rate_2023trained_teacher_ratio_2019trained_teacher_ratio_2023out_of_school_rate_2019out_of_school_rate_2023gov_edu_spending_2019gov_edu_spending_2023math_changecompletion_changeteacher_changeout_of_school_changegov_changedigital_connectivityschool_closure_daysincome_group
0ARM26.49500026.52000099.499.529.0723.6510.08.02.572.430.0250000.1-5.42-2.0-0.140.8187.0Upper middle income
1AZE24.68000022.38750098.398.415.7915.978.09.03.183.58-2.2925000.10.181.00.40NaN342.0Upper middle income
2BFA26.98250026.24666760.668.944.4737.4133.036.05.465.33-0.7358338.3-7.063.0-0.130.01111.0Low income
3BLR9.1700009.72333399.899.819.5320.223.04.04.984.950.5533330.00.691.0-0.03NaNNaNUpper middle income
4BLZ11.10333312.10000083.185.223.3520.044.012.05.964.260.9966672.1-3.318.0-1.70NaN522.0Upper middle income
\n", + "
" + ], + "text/plain": [ + " ISO math_proficiency_2019 math_proficiency_2023 completion_rate_2019 \\\n", + "0 ARM 26.495000 26.520000 99.4 \n", + "1 AZE 24.680000 22.387500 98.3 \n", + "2 BFA 26.982500 26.246667 60.6 \n", + "3 BLR 9.170000 9.723333 99.8 \n", + "4 BLZ 11.103333 12.100000 83.1 \n", + "\n", + " completion_rate_2023 trained_teacher_ratio_2019 \\\n", + "0 99.5 29.07 \n", + "1 98.4 15.79 \n", + "2 68.9 44.47 \n", + "3 99.8 19.53 \n", + "4 85.2 23.35 \n", + "\n", + " trained_teacher_ratio_2023 out_of_school_rate_2019 \\\n", + "0 23.65 10.0 \n", + "1 15.97 8.0 \n", + "2 37.41 33.0 \n", + "3 20.22 3.0 \n", + "4 20.04 4.0 \n", + "\n", + " out_of_school_rate_2023 gov_edu_spending_2019 gov_edu_spending_2023 \\\n", + "0 8.0 2.57 2.43 \n", + "1 9.0 3.18 3.58 \n", + "2 36.0 5.46 5.33 \n", + "3 4.0 4.98 4.95 \n", + "4 12.0 5.96 4.26 \n", + "\n", + " math_change completion_change teacher_change out_of_school_change \\\n", + "0 0.025000 0.1 -5.42 -2.0 \n", + "1 -2.292500 0.1 0.18 1.0 \n", + "2 -0.735833 8.3 -7.06 3.0 \n", + "3 0.553333 0.0 0.69 1.0 \n", + "4 0.996667 2.1 -3.31 8.0 \n", + "\n", + " gov_change digital_connectivity school_closure_days income_group \n", + "0 -0.14 0.81 87.0 Upper middle income \n", + "1 0.40 NaN 342.0 Upper middle income \n", + "2 -0.13 0.01 111.0 Low income \n", + "3 -0.03 NaN NaN Upper middle income \n", + "4 -1.70 NaN 522.0 Upper middle income " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from functools import reduce\n", + "\n", + "# Select key indicators to analyze (with 2019 and 2023 values)\n", + "indicators = ['math_proficiency', 'completion_rate', 'trained_teacher_ratio', 'out_of_school_rate', 'gov_edu_spending']\n", + "pivoted_dfs = []\n", + "for var in indicators:\n", + " pivot = df.pivot_table(index='ISO', columns='Year', values=var, aggfunc='mean').reset_index()\n", + " pivot.columns.name = None\n", + " pivot = pivot.rename(columns={2019: f'{var}_2019', 2023: f'{var}_2023'})\n", + " pivoted_dfs.append(pivot)\n", + "\n", + "# Merge all main indicators\n", + "merged = reduce(lambda left, right: pd.merge(left, right, on='ISO'), pivoted_dfs)\n", + "\n", + "# Drop rows with missing values in key indicators\n", + "merged = merged.dropna()\n", + "\n", + "# Calculate changes\n", + "merged['math_change'] = merged['math_proficiency_2023'] - merged['math_proficiency_2019']\n", + "merged['completion_change'] = merged['completion_rate_2023'] - merged['completion_rate_2019']\n", + "merged['teacher_change'] = merged['trained_teacher_ratio_2023'] - merged['trained_teacher_ratio_2019']\n", + "merged['out_of_school_change'] = merged['out_of_school_rate_2023'] - merged['out_of_school_rate_2019']\n", + "merged['gov_change'] = merged['gov_edu_spending_2023'] - merged['gov_edu_spending_2019']\n", + "\n", + "# Get unique digital connectivity values per country (ignore year)\n", + "connectivity = df[['ISO', 'digital_connectivity']].dropna().drop_duplicates(subset='ISO')\n", + "\n", + "# Get unique school closure days per country (ignore year)\n", + "closures = df[['ISO', 'school_closure_days']].dropna().drop_duplicates(subset='ISO')\n", + "\n", + "# Merge both columns into the main merged dataset\n", + "merged = merged.merge(connectivity, on='ISO', how='left')\n", + "merged = merged.merge(closures, on='ISO', how='left')\n", + "\n", + "# Get unique income group per country (ignore year)\n", + "income_group = df[['ISO', 'income_group']].dropna().drop_duplicates(subset='ISO')\n", + "\n", + "# Merge income group into the merged dataset\n", + "merged = merged.merge(income_group, on='ISO', how='left')\n", + "\n", + "\n", + "merged.head()\n" + ] + }, + { + "cell_type": "markdown", + "id": "5d376f8c", + "metadata": {}, + "source": [ + "## Calculate Change in Indicators (2023 - 2019)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7090c2b1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ISOmath_proficiency_2019math_proficiency_2023completion_rate_2019completion_rate_2023trained_teacher_ratio_2019trained_teacher_ratio_2023out_of_school_rate_2019out_of_school_rate_2023gov_edu_spending_2019gov_edu_spending_2023math_changecompletion_changeteacher_changeout_of_school_changegov_changedigital_connectivityschool_closure_daysincome_group
0ARM26.49500026.52000099.499.529.0723.6510.08.02.572.430.0250000.1-5.42-2.0-0.140.8187.0Upper middle income
1AZE24.68000022.38750098.398.415.7915.978.09.03.183.58-2.2925000.10.181.00.40NaN342.0Upper middle income
2BFA26.98250026.24666760.668.944.4737.4133.036.05.465.33-0.7358338.3-7.063.0-0.130.01111.0Low income
3BLR9.1700009.72333399.899.819.5320.223.04.04.984.950.5533330.00.691.0-0.03NaNNaNUpper middle income
4BLZ11.10333312.10000083.185.223.3520.044.012.05.964.260.9966672.1-3.318.0-1.70NaN522.0Upper middle income
\n", + "
" + ], + "text/plain": [ + " ISO math_proficiency_2019 math_proficiency_2023 completion_rate_2019 \\\n", + "0 ARM 26.495000 26.520000 99.4 \n", + "1 AZE 24.680000 22.387500 98.3 \n", + "2 BFA 26.982500 26.246667 60.6 \n", + "3 BLR 9.170000 9.723333 99.8 \n", + "4 BLZ 11.103333 12.100000 83.1 \n", + "\n", + " completion_rate_2023 trained_teacher_ratio_2019 \\\n", + "0 99.5 29.07 \n", + "1 98.4 15.79 \n", + "2 68.9 44.47 \n", + "3 99.8 19.53 \n", + "4 85.2 23.35 \n", + "\n", + " trained_teacher_ratio_2023 out_of_school_rate_2019 \\\n", + "0 23.65 10.0 \n", + "1 15.97 8.0 \n", + "2 37.41 33.0 \n", + "3 20.22 3.0 \n", + "4 20.04 4.0 \n", + "\n", + " out_of_school_rate_2023 gov_edu_spending_2019 gov_edu_spending_2023 \\\n", + "0 8.0 2.57 2.43 \n", + "1 9.0 3.18 3.58 \n", + "2 36.0 5.46 5.33 \n", + "3 4.0 4.98 4.95 \n", + "4 12.0 5.96 4.26 \n", + "\n", + " math_change completion_change teacher_change out_of_school_change \\\n", + "0 0.025000 0.1 -5.42 -2.0 \n", + "1 -2.292500 0.1 0.18 1.0 \n", + "2 -0.735833 8.3 -7.06 3.0 \n", + "3 0.553333 0.0 0.69 1.0 \n", + "4 0.996667 2.1 -3.31 8.0 \n", + "\n", + " gov_change digital_connectivity school_closure_days income_group \n", + "0 -0.14 0.81 87.0 Upper middle income \n", + "1 0.40 NaN 342.0 Upper middle income \n", + "2 -0.13 0.01 111.0 Low income \n", + "3 -0.03 NaN NaN Upper middle income \n", + "4 -1.70 NaN 522.0 Upper middle income " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged['math_change'] = merged['math_proficiency_2023'] - merged['math_proficiency_2019']\n", + "merged['completion_change'] = merged['completion_rate_2023'] - merged['completion_rate_2019']\n", + "merged['teacher_change'] = merged['trained_teacher_ratio_2023'] - merged['trained_teacher_ratio_2019']\n", + "merged['out_of_school_change'] = merged['out_of_school_rate_2023'] - merged['out_of_school_rate_2019']\n", + "merged['gov_change'] = merged['gov_edu_spending_2023'] - merged['gov_edu_spending_2019']\n", + "merged.head()" + ] + }, + { + "cell_type": "markdown", + "id": "8e8e5d8a", + "metadata": {}, + "source": [ + "## Average Change in Math Proficiency by Income Group\n", + "\n", + "This plot visualizes the **average change in math proficiency** between 2019 and 2023, grouped by country income level.\n", + "\n", + "By grouping countries into income categories (e.g., *Low income*, *Lower-middle income*, *Upper-middle income*, *High income*), we calculate the **mean change in math proficiency** for each group.\n", + "\n", + "The bar chart highlights:\n", + "- **Which income groups experienced the greatest learning losses**\n", + "- **Whether any groups showed improvement or stability** despite the global disruptions\n", + "\n", + "This comparison provides insight into the **educational disparities across economic levels**, suggesting that lower-income countries may have faced deeper challenges in sustaining learning during the COVID-19 pandemic.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ed504cf4", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\heba9\\AppData\\Local\\Temp\\ipykernel_65292\\2281402130.py:9: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.barplot(x=income_change.index, y=income_change.values, palette='viridis')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Group by income group and calculate the average change\n", + "income_change = merged.groupby('income_group')['math_change'].mean().sort_values()\n", + "\n", + "# Set plot style\n", + "sns.set(style=\"whitegrid\")\n", + "\n", + "# Plot: Average Change in Math Proficiency by Income Group\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(x=income_change.index, y=income_change.values, palette='viridis')\n", + "\n", + "# Add titles and labels\n", + "plt.title('Average Change in Math Proficiency (2023 vs 2019) by Income Group')\n", + "plt.ylabel('Change in Math Proficiency (%)')\n", + "plt.xlabel('Income Group')\n", + "plt.xticks(rotation=15)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "51bc4e28", + "metadata": {}, + "source": [ + "### Findings – Average Math Proficiency Change by Income Group\n", + "This bar plot shows the average change in math proficiency between 2019 and 2023, grouped by country income level:\n", + "\n", + "- Low-income countries experienced the largest declines, which may reflect limited access to remote learning, weaker infrastructure, and longer school closures.\n", + "\n", + "- Lower-middle and upper-middle income countries also show declines, though less severe — possibly due to partial access to digital tools and varying levels of teacher support.\n", + "\n", + "- High-income countries had the smallest decline, and in some cases, math proficiency remained stable or slightly improved — likely due to stronger remote learning systems and better educational support during the pandemic.\n", + "\n", + "These findings highlight the inequality in educational resilience during the pandemic, reinforcing the importance of targeted policy responses in lower-income settings.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "370fb700", + "metadata": {}, + "source": [ + "## Math Proficiency Change vs. Key Education Indicators\n", + "\n", + "These scatter plots visualize the relationship between the **change in math proficiency** and changes in other key education indicators:\n", + "\n", + "- **Completion Rate Change**\n", + "- **Teacher Ratio Change**\n", + "- **Out-of-School Rate Change**\n", + "- **Government Spending Change**\n", + "- **School Closure Days**\n", + "\n", + "Each point represents a country. The plot helps us understand whether increases or decreases in these indicators are associated with gains or losses in math proficiency.\n", + "\n", + "- Countries in the **top-right quadrant** improved both math and the given indicator.\n", + "- Countries in the **bottom-left** declined in both.\n", + "- **Top-left or bottom-right** indicate mixed results.\n", + "\n", + "This visualization supports the correlation analysis by offering a clearer view of the direction and strength of relationships between variables.\n" + ] + }, + { + "cell_type": "markdown", + "id": "8affae27", + "metadata": {}, + "source": [ + "### Do These Relationships Vary by Income Group?" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "decf6085", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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UkydPdtrHH3/8ISIjI8XmzZtzfRxzBuwdO3a4PHdC3PlSJTIyUgrldyvtr4fIyEjRr18/p+UTJ04UcXFx0hd9PXr0EL169ZLWHz16VERGRrr8X5CTu4B9d1A3mUwiJiZGvPfee0IIIX7++WcRGRkpfvzxR2kbu90uevbsKT755BPx999/i8jISDF37lyn+9qwYYOIjIwUO3bsEEL8+97q+JJCCCF9YZTzsV68eLGIjIwUer1eOs4nnnjC6f+Lc+fOiejoaJGcnJzrsTZo0MDpyxWHnF8wOX4c3L2WJk+eLOrWrSsuXbrktJ8XXnhBtGjRQto2rwE7MjJSHDhwQFp248YNERMTc88vtonIPXYRJ6I802g0aNu2rVM38a1bt6Jz586QyWRO25YrVw4rVqxAo0aNcPXqVezduxfJycn4/fffYbFY7ntfjRo1cvq7cuXKSE9Pv+/txo0bh7p166Ju3bqIiYlBu3btsG7dOrz88ssu3aMjIyOl37OysnD8+HF07twZCoVCWh4YGIg2bdrkeRTnI0eOwGKxuHQfHTNmDJYsWeKy/eHDh2E0GtG2bVtYrVbpx9GFfM+ePdK2oaGhTtdvly9fHsCdQeaAOyOyx8XFITw8XNqmbNmy+Pnnn9G2bVtotVp06NABmzZtktZv2LABjz/+uNuuisCd7vUA7tlt1p2GDRs6/X338zdt2jT07dsXqampOHz4MNavXy/Vdff5kfPaXMcxO7qa7tu3D/Hx8ShXrpy0TcWKFREfHy/9vW/fPggh3D7GJpMJhw4dcnsMlSpVQsOGDbF161Zp2datW9GxY0doNBqUKVMGNWvWxNtvv40xY8bgm2++gRACY8eOdTq3HtTevXshk8nQunVrl/pv3bqFv//+GyqVCosXL0bnzp1x8+ZN/Pbbb/jqq6/w888/A7jzmGZnZ+PPP/9Eu3btnPbfsWNHbNu2zekxzPn68/PzQ5kyZaTnLy/1ONSoUUM6h+5n7dq1WLt2LZYvX47HHnsMAQEBGDduHIYMGQIfHx9puzFjxuCNN95ARkYGjh8/js2bN2PVqlXScebFgQMHoFAo0LlzZ6flTz75JADk+novza8Hh7sfsw4dOiArKwtHjhwBcOdSlIMHD0qXAq1fvx5VqlRxeU/Pi5x1q1QqhIaGSsd68OBB+Pj4oE2bNtI2MpkMX3zxBYYNG4YDBw4AALp27eq0zy5dukChUDg9x0FBQahRo4b0t+M9NOdjHRwcDODOCPVGoxFHjx5F69atIYSQHsPKlSujRo0aTu/bd3N37litVun/rZw/Od39Wjpw4ADi4+NRuXJlp+2efPJJ3Lp1C+fOncu1BnceeeQRNG7cWPq7bNmyiI+Pv+/5QESuOMgZEXmkU6dO0nXU/v7+2Lt3L4YPH+52202bNmH69Om4du0agoODUbt27TyPiurr6+v0t1wuz9Octq+++qo0irhcLodWq0XFihWdQrNDmTJlpN8zMjIghHBalnO7u68pzI1OpwNwJwx7sr3jmt673bx5U/r97sfE8aWG4wObTqdDpUqV7nl/zzzzDDZt2oSDBw9CpVLhzJkzmDBhQq7bV6xYEQBw5cqVXLdJTU2Fv78/1Gq1tOzuwH7383f8+HFMmDABx48fh0ajQc2aNaX7uvt5znncjg+Yjm1SU1NdPogCdz4g37p1C8C/j3GXLl3c1n/jxo1cj61bt2549913kZaWhuvXr+Ps2bPS9Y8ymQxLlizBvHnz8MMPP+Drr7+Gj48P2rVrh3fffVf6QP6gdDodhBBo0KCB2/U3b95EdHQ0fvnlF0yaNAnnzp2Dv78/oqKipOs4hRDQ6/UQQiAsLOy+93mv119e6wHg9vWUm5iYGOn3Jk2aoH///hg+fDiWLl3q9MH/0qVLGD9+PPbt2welUonq1atL15Pm5T0CAPR6PUJCQlzGjXAEq9xe76X99QC4PqeO9zrHdfydO3fGpEmTsGnTJgwYMADffvstXnjhhXvuMzd3/39x93kYHByc6xc4jnpyfuEIAEqlEiEhIU7Psbvr/AHX14FDeno67HY7Fi1a5HJdOACn5/5ulSpVcjl/lEql01SSq1evxurVq522uftx1+v1bt/vHdvl5QvpnMqWLeuyLCwsDH/++adH+yEiBmwi8lCrVq2g1Wqxbds2aLVaVKpUCfXq1XPZ7uDBgxg9ejR69+6N/v37Sy0tkydPLtRvxCtWrOj0QT2vtFotZDIZbt++7bLu1q1beQ5LgYGBAO580K1evbq0/Nq1a7h48aJLS5Zj+6lTp6JatWou+/MkoGi1WrcD7OzduxeVKlVC5cqV0aRJE1SpUgXfffcdfHx8ULVq1Xu2LEVHR6NMmTLYtWsXevXq5Xabd999F/v27cOuXbvy9AWKwWDAgAEDEBUVhS1btkgtMzt37sS2bdvyfLzAnRa8nINFOeRc5niMly9f7jRwkMMjjzyS6/4ff/xxvP/++/jhhx9w8eJFVKhQAU2aNJHWlytXDu+++y7eeecdnDx5Et999x0WLVqEoKCge35x4QmtVgs/Pz+sWLHC7fqqVavi0qVLGDJkCB577DEsWLBA6umwatUq/PLLLwDuhAiZTOZyjpjNZuzduxexsbEFVs+DksvlmDRpEjp37oyxY8di69atUKvVsNvteOmll+Dj44PVq1ejTp06UCqVOHPmjFPPjPsJCgpCWloarFarU8h2fKEVEhLi9nal/fUAuAY3x3um44sbf39/PP744/j2228RHR2N9PR0dOvWzaPjyAutVgudTge73e4Usk+cOAGr1SpNk3br1i2nIGqxWJCWlpbrc5wX/v7+kMlk6Nu3r9svKnIL5sCdAcsWLFiAf/75x6n1Oef/W3mZ9jIoKCjX/68A53PYMQidg7vB5hxfvOR0+/btPH0hR0TO2EWciDyiUqnw2GOP4fvvv8e3336bayvI4cOHYbfbMXToUClc22w2/PrrrwD+bXXNa/fRwubn54d69erhm2++cfowkpGRgR07drgE49zExsbCx8fHZSTX5cuXY9iwYS5d6evXrw8fHx/cuHEDMTEx0o+Pjw+mTZsmdbPMi0aNGuHIkSNOH6ZTU1MxcOBAqR6ZTIbu3bvjxx9/xI8//oinnnrqnvuUy+Xo27cvduzY4XJMAPDbb79h+/btUrfpvDh37hx0Oh369OmDWrVqSefArl27AHjW/bZx48Y4fPiw9KESuPMB09Fd1bENcGde5ZyPsU6nwyeffOL2g6WDVqtFmzZt8NNPP+G7775D165dpXoPHz6M5s2b49ixY5DJZIiOjsaIESMQGRmJ69ev5/kY7qdJkybIysqCEMKp/r///huffvoprFYr/vjjD5hMJgwaNMjpMgJHuBZCwN/fH9HR0S7P4+7du/HSSy/luea81FMQKlSogFdeeQX//PMPFi5cCODOc3j+/Hk888wziI2NlcLx3eeOux4rdx+DzWZzGfncEdJze72X9tcD8O855bB161b4+vqifv360rJnnnkGp0+fxpIlS9C0adP7hvb8aNSoESwWi9Oo/UIIjBs3DvPmzZO+CNu8ebNLvTabLc/v6e4EBASgTp06OHfunNNjWKtWLcyZM+eelxT17t0boaGhGD16NAwGg8t6m82Wp+7djuf6n3/+cVq+adMmhIeHS190BQQEuLy2f//9d5f9Xbp0CWfOnJH+vnHjBo4cOYJmzZrdtxYicsYWbCLyWOfOnTFo0CDI5fJc53p1tIa99957ePrpp5Geno7k5GScPHkSwJ1v0AMCAhAYGIjbt29j586dUrdSbxk5ciT69++PAQMGoHfv3rBYLFi4cCHMZjNeffXVPO0jNDQUffr0wfLly6FSqdC0aVMcP34cycnJeP311126pIaEhGDAgAGYOXMmDAYDEhIScOPGDcycORMymQy1a9fOc/19+/bFhg0b0L9/f7z88stQq9VYsGABypYt69SC1L17d8yePRtCiDy1LPXt2xe//fYbhg4dimeffRaJiYmQy+U4ePAgVq5ciVq1amH06NF5rjMiIgIBAQGYP38+lEollEoltm3bJnWRdFxTnhd9+vTBqlWr0L9/f2lKrU8//RRms1n6MiMyMhJPPvkk3n77bVy5cgX16tXD+fPnMWPGDFSqVMltz4GcunXrhiFDhsBms0nX6AJ35obXaDR488038dprr6FMmTL49ddfceLECWmaKLPZjL/++gvly5eXvmjyVOvWrdG4cWMMHjwYgwcPRo0aNXDs2DHMnj0bjz76KEJDQ1G3bl0olUpMmTIF/fr1g9lsxvr166WWMEeL1dChQ/HKK69g+PDh6N69O1JTUzFt2jS0adMG0dHRLtMQ5beegtK3b1+sXbsWixYtQrdu3VC5cmVUrFgRq1atQvny5REYGIjdu3dj+fLlAP49d7RaLYA7LYFBQUEur6NWrVohISEB77zzDm7evIk6dergwIEDWLRoEZ566ql7zpld2l8P33//PcqVK4fmzZtj9+7d+OqrrzBs2DCnbtYNGzZE9erVceDAAUydOjXP9XsiMTER8fHxGDt2LIYNG4aqVati8+bNOH36NN5++23UrFkTTz31FObMmYPs7GwkJCTgxIkTmDNnDhISEtCyZcsHuv/XX38dL730EkaOHIknn3wSNpsNS5YswdGjR/HKK6/kervw8HDMnj0bw4YNQ9euXdGjRw/Uq1cPcrkcf/75J9auXYsLFy64XDt+txdffBGbNm3Ciy++iFdffRUhISHYsGED9u3bh0mTJklf1CQmJmLr1q2IjY1FREQEvv76a1y8eNFlf0IIDB48GMOHD4dCocCcOXMQGBiY6xSORJQ7Bmwi8ljz5s0RGBiIChUqOA0Mk1NCQgLGjx+PpUuX4rvvvkOZMmWQkJCAOXPmYMiQITh06BBat26N7t27Y+fOnRgyZAiGDh3qMoDOw9SsWTMsXboUs2bNwuuvvw6VSoVGjRrh448/dpnX9l7eeOMNlClTBl988QWWLFmCSpUq4a233sJ///tft9sPHz4c4eHh+Pzzz/HZZ58hKCgIzZo1w+uvvy4FhbyoUKECPv/8c0yZMgVjx46FSqVCkyZNMGXKFKcu7uXKlUPt2rUREhKCChUq3He/Pj4+mDt3Lr766its3LgR3377LcxmMypVqoRBgwYhKSnJbVfT3Gi1WsydOxeTJ0/GsGHDpJbV5ORkDBw4EAcPHnSZJzw3gYGBWLFiBSZOnIg333wT/v7++O9//ws/Pz+n614//PBDLFiwAF9++SWuX7+OsLAwdO7cWfoweS8tW7ZEUFAQypcv73QeqNVqLFmyBNOmTcPEiRORnp6OatWq4b333kP37t0B3Oly3KNHD7z66qt47bXX8vwY5SSXy7Fw4ULMnDkTCxYsQEpKCsqVK4e+fftKIapq1aqYNm0a5syZg1deeQVBQUGIi4vDypUrkZSUhIMHDyIqKgpt2rTBggULMHv2bAwZMgQhISHo1KkThg0bVqD1FBSVSoW33noLgwYNwocffoi5c+di7ty5mDhxIsaMGQOVSoWaNWti3rx5mDRpEg4ePIikpCTUqlULTzzxhNRFfsuWLU77lclkWLBgAWbNmoUVK1YgNTUVlSpVwogRI/Diiy/es6bS/noYM2YMvvvuOyxbtgzh4eEYO3as22usExMTcevWLbfzhRcEhUKBRYsWYdq0aZg9ezaysrJQu3ZtfPbZZ9LgaBMnTkTVqlWxbt06LF68GGXLlkVSUhKGDBnywL2nHn30USxevBhz5szB0KFD4ePjg7p162Lp0qVOg6O507BhQ2zatAlffPEFtm3bhs8++wxmsxkVKlRA06ZNMWPGDNSpU+ee+wgPD8cXX3whvf9YLBbUrl0bc+fOxWOPPSZtN3bsWFitVkyZMgVKpRKdO3fGyJEjXb4cf+SRR/Diiy9i0qRJMBqNaN68OebNm1dgY0kQlSYykdcRQYiIqES4ceMG2rZti+nTp6Njx47eLueBHD16FDqdDq1bt5aWWa1WJCYmokuXLhg7dqwXqyN6uIrK60EIga5duyIhIQFvv/32Q7lPyr8xY8bgwIED2L59u7dLISoR2IJNRFRKnDhxAj/99BO2bduGSpUquUzXVBxdvXoVI0aMwJAhQ9CkSRMYjUZ8+eWXyMjIwHPPPeft8ogeKm+/HgwGA5YtW4bjx4/jwoULmDt3bqHfJxFRUcOATURUSphMJixduhTlypXDJ598ct+uoMVBp06doNPp8Pnnn2Px4sXw8fFB/fr1kZycnOvlC0QllbdfDxqNBl9++SXsdjsmTpzoNOAeEVFpwS7iRERERERERAWgaMyPQ0RERERERFTMMWATERERERERFQAGbCIiIiIiIqICwEHO3Dh8+DCEEPDx8fF2KURERERERORFFosFMpkM8fHx992WLdhuCCHAsd+KFiEEzGYznxfKN55DVBB4HtGD4jlEBYHnET0onkOe8SQfsgXbDUfLdUxMjJcrIYesrCycOHECNWvWhJ+fn7fLoWKI5xAVBJ5H9KB4DlFB4HlED4rnkGeOHz+e523Zgk1ERERERERUABiwiYiIiIiIiAoAAzYRERERERFRAWDAJiIiIiIiIioADNhEREREREREBYCjiD8Am80Gi8Xi7TJKBZPJJP0rl/N7oaLIx8cHCoXC22UQEREREXkNA3Y+CCFw/fp16HQ6b5dSatjtdiiVSly9epUBuwgLDg5G+fLlIZPJvF0KEREREdFDx4CdD45wXbZsWfj5+TFMPAQ2mw0mkwlqtZqtpEWQEAJZWVm4efMmAKBChQperoiIiIiI6OFjwPaQzWaTwnVYWJi3yyk1bDYbAECj0TBgF1G+vr4AgJs3b6Js2bJ8noiIiIio1GFfWw85rrn28/PzciVERY/jdcGxCYiIiIioNGLAzid2CydyxdcFEREREZVmDNhEREREREREBYABuxRq27YtxowZ4+0yiIiIiIiIShQOclYKzZkzBwEBAd4ug4iIiIiIqERhwC6F6tSp4+0SiIiIiIiIShx2ES+FHF3EL1++jKioKHz77bcYOnQo4uPj0bhxY4wbNw6ZmZnS9kIIrFq1Cl26dEFsbCzat2+PRYsWQQghbbNnzx7897//RcOGDZGQkICRI0fi2rVr0vr169cjJiYGhw4dwtNPP42YmBh07NgR27dvx7lz5/DCCy+gfv36aN++PbZu3epU79WrVzFq1CgkJiaiQYMGeOGFF/DXX3/l69gXL16Mxx57DLGxsejZsye2b9+OqKgo7N+/HwAwe/ZstG/fHnPmzEFCQgLatWuHtLQ02Gw2rFq1Cl27dkVsbCwSExMxdepUmEwmad9jxoxB27Ztne7P8RivX78eALB//35ERUVh9+7d6NWrl/R4Jicn5+t4iIiIiIio6GDAJrzzzjuoWLEi5s6diwEDBmDdunWYP3++tH769OmYOHEiWrdujXnz5uHZZ5/FjBkzMHfuXADAxo0b0a9fP5QrVw7Tp0/H2LFjcfjwYfTo0QMpKSnSfqxWK15//XX07NkTc+fOhVqtxqhRo/Dyyy8jMTERM2fORHh4OEaPHo3r168DAFJTU9GzZ0/8+eefGD16NKZMmQK73Y5evXrh7NmzHh3nnDlzMHXqVHTq1Alz585F/fr1MWLECJftrl69ih9++AHTp0/H8OHDERISgvHjx2PSpElo27Yt5s2bh169eiE5ORmDBw92+qIhr0aMGIE6derg008/RYsWLfD+++9j5cqVHu+HiIiIiIiKDnYRJ7Ru3RqjR48GADRr1gx79uzBjh07MHLkSKSnp2Pp0qVISkrCm2++CQBo0aIFUlNTcejQIdjtdkyZMgXNmzfHjBkzpH02aNAAnTt3xpIlS/DGG28AAOx2O15++WU8++yzAID09HS8/vrreOGFF/Diiy8CAMqUKYOnn34af/zxB8qXL4/ly5dDp9Nhy5YtCAsLg0ajQWJiIjp37oyZM2di1qxZeTrGrKwsLFq0CL169cKoUaMAAI8++iiMRiO++uorp22tVitGjx6N5s2bAwDOnDmDtWvXYvjw4XjllVekx6Bs2bJ48803sWvXLrRu3dqjx7xdu3YYN24cAKBly5a4efOmFNzlcn7vRURERERUHPGTPCEuLs7p7/LlyyMrKwsAcOTIEVgsFrRv395pmzFjxmDJkiU4f/48bt26ha5duzqtr1KlCuLj46Wu1w7x8fHS72XKlHG5/+DgYAB3wjcA7N27F9HR0ShXrhysViusVivkcjlatWqFX3/9Nc/HeOTIEWRnZ+Pxxx93Wv7EE0+43T4yMlL6/cCBAwDgcoxdunSBQqFwOca8+M9//uP0d4cOHZCSkoLz5897vC8iIiIiIioa2IJN8PX1dfpbLpdL3Z51Oh0AIDQ01O1tHesdYTmnMmXKuFwr7W70co1Gk2ttOp0OFy9eRGxsrNv1RqPRpX53UlNTAbgeh7u6716u1+sBAOHh4U7bKJVKhISEICMj4773f7eyZcs6/R0WFgbg3y8WiIiIiIio+GHApnsKDAwEcCegVq9eXVp+7do1XLx4ESEhIQCA27dvu9z21q1b0vr80mq1aNKkCUaNGgWz2QyVSuXUhVqlUuVpP+XLlwfgehyO4H0vQUFBAO4cT6VKlaTlFosFaWlp0jHKZDLYbDan2zp6AtzN8cWEg+NadUfQJiIiIiKi4oddxOmeYmNj4ePjg59++slp+fLlyzFs2DBEREQgPDwcmzdvdlr/zz//4MiRI2jQoMED3X+TJk1w/vx5VKtWDXXq1EG9evUQExODTZs2Yc2aNVAoFHnaT+3ataHVavH99987Ld+2bVueagDgcoxbt26FzWZDw4YNAQD+/v5IS0tzGln8999/d7vP7du3O/393XffoWLFiqhSpcr9D4aIiIiIqAQQQsBsNsNqtXq7lALDFmy6p9DQUPTp0wfLly+HSqVC06ZNcfz4cSQnJ+P111+HSqXC66+/jrFjx2LEiBHo1q0b0tLSMGfOHAQFBUmDl+VX3759sXHjRvTv3x+9evVCeHg4tm3bhtWrV2Ps2LF53k9AQAAGDBiAWbNmwdfXF02aNMGBAwfwxRdfAMA9BxarWbMmnnrqKcyZMwfZ2dlISEjAiRMnpKm8WrZsCQBo06YNVq5cibfeegvPPvss/v77byxZssTtlwDLli2DRqNBXFwcvv/+e/z888+YNm2ah48OEREREVHxYrPZYLVaYbFYYLFYIISAv78/lMqSEU1LxlFQoXrjjTdQpkwZfPHFF1iyZAkqVaqEt956C//9738BAN27d4e/vz8WLFiAIUOGICAgAC1btsTrr7/uct2yp8qVK4cvv/wSU6dOxaRJk2A2m1GtWjVMnDgRzzzzjEf7GjRoEOx2O7766issXrwY9evXx6hRo/Dhhx/Cz8/vnredOHEiqlatinXr1mHx4sUoW7YskpKSMGTIECmct2jRAqNHj8bKlSvx/fffo27dupgzZw569uzpsr+33noLX3/9NRYsWIDq1atj1qxZ6Nixo0fHQ0RERERUHFgsFilUW63WfE1zW1zIREk+unw6fvw4ACAmJsZlXXZ2Ns6fP4+IiIh7Ds5FBctmsyE7OxsajSbP3cJzslqt2LJlCxISElChQgVp+apVq/DBBx9g//790vXmhWn//v3o06cPVqxYgYSEhEK/v4etKL8+srKycOLECURHR9/3CxWi3PA8ogfFc4gKAs8jelCFfQ7Z7XZYrVap+7fdbr9nqA4ICIBarS7wOgrKvfLh3diCTcWa3W6H3W6/73YKhQKLFi3C8uXL8corryAkJAQnT57EzJkz0a1bt4cSromIiIiISirHlLqOrt8ASnRLdW4YsKlY+/TTTzFnzpz7brdixQrMnz8f06dPx7vvvov09HQ88sgj6Nu3LwYNGvQQKiUiIiIiKjmEEFKYtlqtsNlspTJQ340Bm4q15557DomJiffdLiIiAgEBAZgxY0bhF3UPCQkJOHXqlFdrICIiIiLKD3cDlDFUOyt2AXvu3LnYu3cvVq5cKS07ceIEJk6ciD/++APBwcFISkpC//79vVglPSzlypVDuXLlvF0GEREREVGJI4RwGpyspA9QVhCK1TzYy5Ytw6xZs5yWpaWl4cUXX0S1atWwbt06vPbaa5g5cybWrVvnpSqJiIiIiIiKJ7vdDrPZDIPBAL1ej4yMDBiNRqnFmu6tWLRg37hxA+PGjcOhQ4cQERHhtG716tVQqVR49913oVQqUaNGDVy8eBGLFi3C008/7aWKiYiIiIiIioecrdQM0g+mWLRg//nnnwgKCsKmTZtQv359p3UHDx5E48aNnSYmb9q0Kc6fP4+UlJSHXSoREREREVGRp1QqkZ2dDb1ej/T0dGRlZcFsNjNcP6Bi0YLdtm1btG3b1u2669evIzIy0mlZ2bJlAQBXr15FWFhYvu5TCIGsrCyX5SaTCXa7HTabDTabLV/7Js85XuhCCD7uRZjNZoPdbofRaMzT9GkPk9FodPqXKD94HtGD4jlEBYHnEeWHY25qq9UKg8GAjIwMpKamQqPReLUumUwGpVJZpD/jCyEgk8nytG2xCNj3kp2dDZVK5bTMMUm5yWTK934tFgtOnDjhdp1SqXygfVP+8XEv2kwmE6xWK86dO+ftUnJ14cIFb5dAJQDPI3pQPIeoIPA8otzI5XLI5Xc6KztG/nZMpZWzEeTKlSveKlEil8uh1WqLdMAG4JI5c1PsA7ZGo4HZbHZa5ghhfn5++d6vj48Patas6bLcZDLh6tWrUKvVXv+2pzQRQsBkMkGtVuf52yPyDqVSiSpVqkhfdBUVRqMRFy5cQLVq1eDr6+vtcqiY4nlED4rnEBUEnkd0Lzmn0cptburs7GxcuXIFFStW9HqmkclkCAgIgI+Pj1fruJczZ87kedtiH7DLly+PmzdvOi1z/P0g0zfJZDK3Ad3xbZBCoYBCocj3/ouCpKQkVKxYER999JHLutmzZ+Prr7/G9u3bvVCZK8c3WjKZzOPHff/+/ejTpw9++uknVKpUye02bdu2xVNPPYXXXnvN7fr169dj7Nix0hzW99v+fsaMGYMrV644TTdXEigUCsjlcvj6+nr9zTo3vr6+D/TlGxHA84geHM8hKgg8jwj4t+u32Wx2GqDMx8fnvqFVo9EUiS9pNBpNkWucycmTBr5iH7AbN26ML7/8EjabTQpee/fuRURERL6vv6aSJT4+Hrt370ZoaKi3S5GMGzeuyHeDISIiIqKiyW63S63Ujt68HJysaCgWo4jfy9NPPw2DwYBx48bhzJkzWL9+PZYvX45BgwZ5u7Q8y8gy4/LNDJy6mIrLNzOQkWW+/40oz1QqFcLDw4tUjwOtVovg4GBvl0FERERExYTNZkN2djYyMjKg0+lgMBhgMpkghGC4LkKKfcAOCwvDZ599hvPnz+Opp57CnDlz8Oabb+Kpp57ydml5cktnxJTkg3jl4+0YNesXvPLxdkxJPohbuqI1KmTbtm0xf/58DBo0CLGxsWjfvj3WrFkjrV+/fj1atWqFdevWoXXr1oiPj8eQIUNw48YNaRuz2YwpU6agZcuWiI+Px3PPPYfdu3c77aNt27aYOHEiGjVqhJdfftltLVFRUdiyZQv69Okj1bJ9+3Zs374dHTt2RFxcHAYMGIDU1FQAd7qIR0VF4fLlywCAjIwMjB49Go0aNUKzZs2wbNkyl/v44Ycf0LVrV8TGxqJ37964evXqPR+f33//Hb169UJsbCwSExMxYcIEGAyGXLcfM2YMkpKSnOrbuXMnnnjiCdSrVw9dunTBzz//7HSblStXomPHjoiNjUXnzp2xceNGad21a9cwatQotGjRAnFxcejfv7/Und1xf2PHjsWMGTOQkJCAhg0b4v3338f169fx8ssvo379+ujQoQN27twp3eZ+zxcRERERFS5HqE5PT4der0dmZian0iriil3A/uijj1yuW42NjcVXX32F48ePY/v27ejdu7eXqvNMRpYZs1cfxuFTt5yWHz51C7NXHy5yLdmffvopYmJisGHDBvTq1Qvjx4/HN998I61PTU3FkiVLMG3aNCxfvhzXrl3DgAEDYLVaAQBjx47FL7/8gilTpuDrr79Gp06d8PLLL2PHjh3SPq5cuYIbN27g66+/xsiRI3Ot5YMPPkCvXr2wZcsW1KxZEyNHjsS8efMwZcoUzJ8/H8eOHcOiRYvc3nb48OE4duwY5s+fjyVLluDnn392GkHx999/x2uvvYYOHTpg48aN+M9//oOFCxfmWsvJkyfRt29ftGjRAps2bcLUqVPx559/ol+/fh69+U2ZMgXjxo3D+vXrUblyZYwaNQqZmZkAgMWLF2Pq1Kno378/tmzZgl69emHs2LHYs2cPDAYDnn/+edy4cQPz5s3Dl19+CT8/P5cvBjZv3oyMjAysXr0aY8eORXJyMp555hk8/vjjWL9+PapXr44xY8ZINefl+SIiIiKigmW1WmE0Gp1Cdc5rq6loK/bXYBdneoPJJVw7HD51C3qDCVq/vA0H/zC0aNECr776KgCgevXqOHr0KJYvX47OnTsDuDO12eTJk1G3bl0AdwJj586dsXfvXlSpUgVbtmzB2rVrERMTAwB48cUXcfLkSSxevBiJiYnS/QwePBiVK1e+Zy1PPfUUOnbsCADo2bMntm/fjhEjRiA2Nlaq9fTp0y63O3fuHHbv3o1ly5ahUaNGAIBp06ahTZs20jbJyclo0KCBNIBZREQETp8+jRUrVritZfHixWjWrBkGDx4MAKhWrRqmTZuGdu3a4cCBA0hISLjnsTgMHz4czZo1k37/z3/+g9OnTyM+Ph7Lli1Dnz598NxzzwEAevXqhezsbNhsNmzatAlpaWlYv369dJ351KlT0a5dO6xatQpvvPEGACAwMBDjxo2DQqFA1apVMW3aNDRt2hTdunUDAPz3v//Fzz//jNu3byMrKyvPzxcRERERPRjH9dT3GvmbigcGbC/KNFoeaP2DUiqVTvPg5WS326FUOp8edwfFuLg4p9ZMf39/KVwDQI0aNRAYGIjTp09L3aX79OnjtA+LxYLAwECnZdWqVbtv7REREdLvjtGqc4ZytVrtMn0bACl0O0IjAJQpU8bptqdPn0aLFi2cbhcfH59rwP7rr79w8eJFxMfHu6w7e/ZsngN29erVpd8DAgIA3Hl8UlNTcfPmTdSvX99p+/79+wMA3n33XVSrVs1pEDe1Wo3Y2FinbuJVqlRxug7d19fX5TED7kxF99dffwHI2/NFRERERJ4RQuRpOi0qfhiwvcjf997D5t9v/YMKCgpCenq623U6nQ5BQUFOy+4O3EIIaQJ7AG6nARBCQKFQSG8Yq1atgr+/v9M2OfcBIE/TO91dC+DZ8Pl3f7Hg7thyutcUB3a7HV27dnV7zbgnI5e7m7xeCCEtz+34hBBu19lsNqfjcncMdz/2OfcJ5O35IiIiIqL7E0I4tVTb7XaG6hKIn5S9KChAjfiocLfr4qPCERRQuHPBxcTE4Pjx4zCZTE7LhRA4ePCgUysvABw/ftzp799//x116tSR/tbpdLh06ZL0999//42MjAzUqVMHtWrVAnBnjvKqVatKP+vXr8e6desK+tBy5aj3999/l5alp6c71R0dHe20HnA99pxq1aqFv//+2+m4bDYbPvzwQ1y7du2Baw4ICEDZsmVdahg6dCg++OADREZG4vz580hJSZHWmUwm/PHHH6hZs2a+7rOoPF9ERERExZkQAmazGQaDAXq9HgaDQbrMj+G6ZGLA9iKtnwqvPRfvErLjo8Ix9Ln4Qr/++umnn4ZMJsOQIUNw6NAhXLlyBb///jtGjhyJa9eu4cUXX3TafuvWrUhOTsaFCxfw2Wef4YcffsCAAQOctnnzzTdx/PhxHD16FG+++Sbi4+PRuHFj1KpVC23atME777yDn376Cf/88w8WL16MBQsW3Pd664JUpUoVPP7443jvvffw66+/4vTp03jzzTedupP369cPJ0+exMcff4zz589j06ZNWLVqVa777NevH06cOIHx48fjzJkzOHr0KEaNGoXz58/nqbt7Xrz00ktYvnw5NmzYgEuXLmHVqlX46aef0K5dO3Tt2hWBgYHS4G0nT57EG2+8gaysLPTo0SNf91dUni8iIiKi4iZnqM45nRZDdenALuJeFh7sizd6N4LeYEKm0QJ/Xx8EBagfyuBmwcHB+OqrrzBz5kwMHz4caWlpCAoKQuPGjfHVV1+5BKlu3brh+++/x8cff4xq1arhk08+QevWrZ22eeKJJ/DSSy/BYrGgbdu2GDdunNR9ecaMGZgxYwbeeecd6PV6VK5cGe+//z6efvrpQj/WnD7++GNMnjwZI0aMgN1uR48ePaQpvYA7LdiLFi3ClClTkJycjFq1auHll1/G1KlT3e4vLi4On332GWbOnInu3bvD19cXTZs2xejRo912+86P3r17w2QyYdasWbh16xaqVauGGTNmoGnTpgDuDMz28ccfo2/fvgCAhg0b4osvvnigMFxUni8iIiKios5ut0tdvx0NNwzTpZNM8Jl34eiKe3cXaQDIzs7G+fPnERERkadrhUuKtm3b4qmnnpJG1r7b+vXrMXbsWKdBtQqSYw5AjUbjNFAXFS1F+fWRlZWFEydOIDo6Gn5+ft4uh4opnkf0oHgOUUHgeVQ02O12mM1mKVgXp1hlNBpx9uxZ1KhRA76+vt4uBwEBAdKAu0XRvfLh3diCTURERERElAc2m81poLLiFKrp4WDAJiIiIiIiykXO6bSsVitDNd0TAzblyfbt2++5vnv37ujevftDqoaIiIiIqPA4QrXZbObgZOQRBmwiIiIiIir1cnb9Zqim/GLAJiIiIiKiUkcI4RSq7XY7QzU9MAZsIiIiIiIqFRiqqbAxYBMRERERUYnlCNWOKbWEEAzVVGgYsImIiIiIqESx2+0u02kxVNPDwIBNRERERETFniNU52ypJnrYGLCJiIiIiKhYstlsLi3VRN4k93YB5D1t27bF7NmzS+39ExEREVHxY7PZkJ2djfT0dOj1emRmZsJsNjNcU5HAFuwiwGY0wJaph92UCbnGHwq/ICh8A7xdVqFbu3Yt1Gq1t8sgIiIioiLOarVKrdRWq5VhmoosBmwvs6bfxq0tc2E8f1Ra5ls9DuFdXoEysIwXKyt8oaGh3i6BiIiIiIqonF2/bTYbQzUVC+wi7kU2o8ElXAOA8dwR3No6DzajwUuV/WvDhg148sknERsbi7Zt22L+/Pmw2+2w2+1o1qwZli5dKm27fPlyREVF4ciRI9KyYcOG4Y033nC775xdxGfPno2kpCQsWrQIrVq1QkxMDPr06YNz585J2xuNRkyaNAmPPvoo4uPj0atXLxw7dkxaf/jwYfTp0wcNGzZEQkIC3nrrLej1eqf7W7lyJV577TXUr18frVq1wpo1a3D48GF069YN9evXR8+ePXHp0iXpNjdu3MCIESPQqFEjJCQk4OWXX8aFCxce9GElIiIiors4ptPKzMyEXq9HRkYGjEYjW6ypWGHA9iJbpt4lXDsYzx2BLVPvdt3DsmzZMrz99tvo0aMHNm3ahBEjRmDx4sWYPHky5HI5WrdujT179kjb7927FzKZDPv27QNwpyvPnj178Nhjj+Xp/g4fPozffvsNCxcuxLJly3D16lVMmDBBWj969Gjs2LEDkyZNwoYNGxAREYH+/fsjNTUVx44dQ1JSEmrWrImvvvoKs2bNwrFjx9CvXz/Y7XZpH9OmTUPLli2xZcsWJCYm4t1338U777yDMWPGIDk5Gbdu3cLUqVMBAFlZWUhKSoLNZkNycjJWrlyJkJAQPPfcc7hx40ZBPMREREREpZoQAmaz2SlUZ2dnM1RTscWA7UV2U+Z91mc9pEpcCSGwaNEi9O7dG7169UK1atXQtWtXDB06FMnJycjIyECbNm1w8OBBmM1mWK1WHDhwAO3bt8f+/fsBAIcOHYLJZELLli3zdJ9WqxWTJ09G7dq10bBhQyQlJeHQoUMAgAsXLmD37t0YP348WrVqhapVq2L8+PHo3r07dDodlixZgqioKIwfPx41a9ZEQkICpk2bhj/++AO//PKLdB+tWrXCc889h8qVK6NPnz6wWq1ISkpC06ZNERMTg06dOuH06dMAgK1btyItLQ3Tpk1D7dq1ERkZiYkTJyIgIACrV68u4EeciIiIqHRwhGqDwQC9Xg+DwYDs7Gx2A6cSgddge5Fc7X+f9X4PqRJXqampuH37Nho2bOi0vHHjxrBYLDh37hweffRR2Gw2HDp0CCqVChqNBj179sTgwYNhNpuxY8cONGvWDP7+9z5OhzJlyiA4OFj6W6vVwmKxAABOnToFAKhfv760XqVSYezYsQCA06dPo0WLFk77i4qKQmBgIE6dOoXWrVsDACIiIqT1Go0GAFCpUiVpmVqthtlsBgD89ddfMBgMaNKkidN+TSYTzp49m6djIiIiIqI7c1RbrVanOaoZpqkkYsD2IoV/EHyrx8F47ojLOt/qcVD4Bz38ov5fbm94NpsNAKBUKuHv748mTZpgz5490Gg0aNq0KRo1agQhBI4ePYqdO3eib9++eb5PlUqV6zql8s6pKpPJcq3X3Tq73Q4fHx+X/eQkl7vvyGG32xEREYF58+a5rPPz896XH0RERETFgd1ulwYpczRgMFRTSccu4l6k8A1AeJdX4Fs9zmm5YxRxb07VFRYWhrCwMKmLtsPBgwfh4+ODKlWqALgzcNiePXuwb98+NG3aFGq1GvHx8Vi7di3OnTuHNm3aFEg9NWrUAAAcP35cWma1WpGYmIitW7ciMjISBw8edLrNyZMnYTAYpNt6KjIyElevXoVWq0XVqlVRtWpVVKxYEdOmTcNvv/2W/4MhIiIiKqEcc1RnZGRAp9PBYDDAZDKxxZpKDbZge5kysAzKdhvx//NgZ0Gu9oPC/+HNg33x4kXs2rXLaZlarUZCQgL69euHmTNnolKlSnj00Udx7NgxzJkzBz169IBWqwVwJ2B/8MEHUCgUmDRpEgCgWbNmmDlzJuLi4hAeHl4gdVarVk26r3feeQfly5fHokWLYDab0axZMzzyyCPo1asX3nvvPfTq1QspKSl47733UKdOHTRr1ixf9/nkk09i4cKFePXVV/Hmm29Cq9Vi/vz52LlzJ1577bUCOS4iIiKi4s5mszlNqcUgTaUZA3YRoPAN8Fpr9ebNm7F582anZeXKlcOuXbswYMAAqFQqLF++HB9++CHKly+PgQMHon///tK2FSpUQFRUFPR6vdSq3bx5c8yYMQNt27Yt0FrfffddzJ49GyNGjIDJZEL9+vWxZMkShIaGIjQ0FIsWLcLMmTPRrVs3BAQEoF27dhg5cqRTF3FPaLVaJCcnY/LkyRgwYABsNhuio6OxePFi1KpVq0CPjYiIiKg4sVqtUqDmiN9E/5IJvhpcOLohx8TEuKzLzs7G+fPnERERIQ2SRYXP0d1Io9FAoVB4uxzKRVF+fWRlZeHEiROIjo7mNfSUbzyP6EHxHKKC4I3zSAjhFKo54nfxZjQacfbsWdSoUQO+vr7eLgcBAQFQq9XeLiNX98qHd2MLNhERERERubDZbE6hmtdRE90fAzYRERERETm1UlutVnb9JsoHBmwiIiIiolKKrdREBYsBm4iIiIiolBBCSC3UvJaaqOAxYBMRERERlWCO7t6OUM1WaqLCw4BNRERERFSCOFqpHS3VbKUmengYsImIiIiIirmcg5NZLBYAYKgm8gIGbCIiIiKiYsbHxwcWiwUGgwFWqxV2u52BmqgIYMAmIiIiIioGHC3UmZmZMBgMMBgM0Gg03i6LiHKQe7sA8p62bdti9uzZ3i6j0M2ePRtt27bNdf3ly5cRFRWF/fv357rNmDFjkJSUlOft76e0PPZERESUf3a7HSaTCQaDATqdDhkZGcjKyoLJZJIGKyOiooUt2FTi9evXD7169fJ2GU7Wrl0LtVrt7TKIiIioCBFCOF1LbbVaGaKJihkG7CLAYMqE3pSBLIsRfj6+CFJrEaD293ZZJYa/vz/8/YvW4xkaGurtEoiIiKgIsNlsUqjmFFpExR+7iHvZ7axUfLJ3MUZ8OwHjfpyMEd9OwMy9i3E7K9XbpQEANmzYgCeffBKxsbFo27Yt5s+fD7vdDrvdjmbNmmHp0qXStsuXL0dUVBSOHDkiLRs2bBjeeOMNAMCNGzcwYsQINGrUCAkJCXj55Zdx4cIFadsxY8bg1VdfRb9+/dCgQQMsWLDApZ4DBw6gTp062LdvHzp37oyYmBj06NED58+fx7x589C8eXM0adIE77//vvSf091dxE+fPo0+ffogLi4OHTt2xL59+5zuQwiBuXPnolWrVoiLi8O4ceNgMpnu+TitW7cOnTp1QmxsLDp16oTly5fDbrfnun3OLuKzZ89GUlISFi1ahFatWiEmJgZ9+vTBuXPnpO2zsrLwwQcf4NFHH0V8fDx69eqFY8eOSesPHz6MPn36oGHDhkhISMBbb70FvV7vdH8rV67Ea6+9hvr166NVq1ZYs2YNDh8+jG7duqF+/fro2bMnLl26JN3mfs8XEREReU4IAbPZjKysLOj1euj1ehgMBphMJg5URlQCMGB7kcGUifkHknHsxgmn5UdvnMCCA8kwmDK9VNkdy5Ytw9tvv40ePXpg06ZNGDFiBBYvXozJkydDLpejdevW2LNnj7T93r17IZPJpMBqtVqxZ88ePPbYY8jKykJSUhJsNhuSk5OxcuVKhISE4LnnnsONGzekffzwww9o3rw51q1bhyeffNJtXTabDR999BEmTZqE1atXIyUlBT179sTZs2excuVKvP7660hOTsaOHTtcbpuRkYG+ffsiICAAa9aswfjx4zF37lynbRYuXIjPPvsMb775JtavX4+AgAB88803uT5OX331FT7++GMMGTIEW7duxfDhw7Fo0SJMnTo1z4/14cOH8dtvv2HhwoVYtmwZrl69igkTJkjrR4wYgZ9//hmTJk3Chg0bEBERgf79+yM1NRXHjh1DUlISatasia+++gqzZs3CsWPH0K9fP6eQP23aNLRs2RJbtmxBYmIi3n33XbzzzjsYM2YMkpOTcevWLanmvD5fREREdH82mw3Z2dnStdQGgwFGo5FdwIlKIAZsL9KbMlzCtcPRGyegN2U85Ir+JYTAokWL0Lt3b/Tq1QvVqlVD165dMXToUCQnJyMjIwNt2rTBwYMHYTabYbVaceDAAbRv314a/OvQoUMwmUxo2bIltm7dirS0NEybNg21a9dGZGQkJk6ciICAAKxevVq636CgIAwYMAARERGoUKFCrvUNGzYMcXFxiI6ORocOHZCZmYn3338fNWrUQM+ePVGmTBn8/fffLrfbunUrjEYjPv74Y9SqVQstWrTAW2+95XTcK1euRJ8+ffDEE0+gevXqGDt2LKKjo3OtZe7cuRg0aBCeeOIJVK5cGR07dsSIESOQnJx835ZvB6vVismTJ6N27dpo2LAhkpKScOjQIQDA+fPnsWPHDrz77rto1aoVqlativHjx6N79+7Q6XRYsmQJoqKiMH78eNSsWRMJCQmYNm0a/vjjD/zyyy/SfbRq1QrPPfccKleujD59+sBqtSIpKQlNmzZFTEwMOnXqhNOnT0uPU16eLyIiInLlaKXOzMyUWqkzMzPZSk1UCvAabC/KshgfaH1hSk1Nxe3bt9GwYUOn5Y0bN4bFYsG5c+fw6KOPwmaz4dChQ1CpVNBoNOjZsycGDx4Ms9mMHTt2oFmzZvD398dff/0Fg8GAJk2aOO3PZDLh7Nmz0t9Vq1bNU30RERHS776+vihTpgx8fX2lZWq12m24PX36NKpVqwatVisti4+Pl35PS0vDrVu3EBMT43S7uLg4pzodUlNTcf36dcycORNz5syRljtG/bx8+TJq1Khx3+MpU6YMgoODpb+1Wi0sFgsA4NSpU1INDiqVCmPHjpWOqUWLFk77i4qKQmBgIE6dOoXWrVsDcH7MHFN6VKpUSVqmVqthNpsBIM/PFxEREd3hGJTMcS01AAZpolKIAduL/Hx8H2h9YcrtPwSbzQYAUCqV8Pf3R5MmTbBnzx5oNBo0bdoUjRo1ghACR48exc6dO9G3b18AdwJnREQE5s2b57JPPz8/6fe8zuWoVDqfunJ53jtj3H1sd+8rr9sAkLpgjx07Fs2bN3dZf69W+JxUKlWu6xz3LZPJ3K4XQrhdZ7fb4ePj47KfnHJ73PL6fBEREZVWdrvdKVCzZZrIMyarGRkmA1KNOgSbg1EmMBQhmiAoFcU7orKLuBcFqbWoX8591+P65aIRpNa6XfcwhIWFISwsTOqm7HDw4EH4+PigSpUqAO4MnrVnzx7s27cPTZs2hVqtRnx8PNauXYtz586hTZs2AIDIyEhcvXoVWq0WVatWRdWqVVGxYkVMmzYNv/3220M7rujoaJw/fx6pqf8OInf8+HHp99DQUFSoUMHluP/44w+3+3M8TpcuXZKOq2rVqvjzzz/xySefFEjNjhbwnHVarVYkJiZi69atiIyMxMGDB51uc/LkSRgMhjy1nrtTVJ4vIiKiosRiscBoNCIjI0O6ljo7Oxs2m43hmsgDmeYs7Di/FxN3zsZnv3+BhQdXYdR3H+DI9b9gspq9Xd4DYcD2ogC1PwY16e0SsuuXi8bLTZIeylRdFy9exK5du5x+9u/fD5lMhn79+iE5ORmrVq3CxYsXsXnzZsyZMwc9evSQuli3bdsWJ0+exJEjR9C0aVMAQLNmzbBp0ybExcUhPDwcAPDkk08iKCgIr776Ko4cOYKzZ89i7Nix2LlzJ2rVqlXox+nQpUsXhIWFYeTIkTh58iQOHDiASZMmOW0zcOBArFq1CmvWrMH58+fxySefOI3YnZNMJsOAAQOwcuVKrFy5EpcuXcKPP/6ICRMmQKVS3bNlOq8iIiLQoUMHTJgwAXv37sX58+cxfvx4mM1mNGvWDH379sXJkyfx3nvv4ezZszhw4ABGjRqFOnXqoFmzZvm6z6LyfBEREXmT45Ivx+BkGRkZyMrKgtls5nRaRA/gfNo/+Obv7bDj3wF5s20mTNkzH7eKyGxK+VW8299LgDJ+oRjWrL/X5sHevHkzNm/e7LSsXLly2LVrFwYMGACVSoXly5fjww8/RPny5TFw4ED0799f2rZChQqIioqCXq+XWrWbN2+OGTNmOE2NpdVqkZycjMmTJ2PAgAGw2WyIjo7G4sWLH2pg8/Pzw4oVK/Dee+/h+eefR1BQEIYNG4YxY8ZI2/Tq1Qt2ux3z5s3D7du30bJlSzzzzDM4f/68233269cParUaK1euxMcff4ywsDB0794dI0aMKLC6P/zwQ0yePBkjRoyAyWRC/fr1sWTJEoSGhiI0NBSLFi3CzJkz0a1bNwQEBKBdu3YYOXKkUxdxTxSV54uIiOhhEkJI3b4d11QzRBMVrExzFrad2eF2nRAC28/tQe/6T0EuK55twTLBdw0Xjq64dw90BQDZ2dk4f/48IiIi8ny9MD04x/QWGo0GCoXC2+VQLory6yMrKwsnTpxAdHQ0ryOnfON5RA+K51DRY7PZnK6lLg4t00ajEWfPnkWNGjWcBnklyitvnkM6Yzom75mHTHMWAECtVCEwIBBXjTchhEB8hXoY1eIl+Cjy11BUGO6VD+/GFmwiIiIiKjWEEE4t1GylJnq4VAofPBJQDn+nuu8dWrtMDSjlxTemFs92dyIiIiKiPHL0hHNcS20wGGA0GqUWayJ6ePxUvugS9ZjbdWqlGs2qNMx19pzioPh+NUBERERE5IajldrRUs1RvomKlgoBZdEvvgfW/LkFZvudeeMfCSiHV5v2RVm/MC9X92AYsImIiEiSbclGuskAi90KPx8NQnyDvV0SUZ44uns7gjUAhmqiIkrjo0ZM+dqoElwRRms2grSBCPQLRLBvoLdLe2AM2ERERAQAuJWZilXHvsa+f36HXdgR7heKF+KfRd2yUfBXcSAlKlrsdrvTiN9spSYqXuQyOUJ8gxCCIAQEBECtVnu7pALBa7CJiIgIqUYdJu6chV8vHYRd3JmX9FZWKqbuWYBTt896uTqiO6xWK4xGIzIyMqRrqbOzszlQGREVGWzBJiIiIlxJv46rGTfcrlt+ZC2qh1QpEV33qHhxtFKbzWZYrVbY7XYGaSIq0hiwiYiICCdu/Z3rumsZN2CymR9iNVRaCSGcrqW2Wq3SciKi4oABm4iIiFDGLzTXdRqlGkq54iFWQ6WJ3W53GvGbrdREVJwxYBMRERHqlo2CQq6AzW5zWdehZmsEqbVeqIpKIkcrtSNQ8/ppIipJOMhZKZaUlIQxY8a4XTdmzBgkJSVJf0dFRWH9+vV52u/ly5cRFRWF/fv357mW9evXIyoqKs/bExFRwQr1DcaYloPho/BxWl6vbBQ6R7aBUsHv5Cn/bDYbTCYTDAYDdDodMjIyYDQaYbFYGK6JqETh/5aUJ7t374ZWW3itF507d0bLli0Lbf9ERHRvPgol6oRHYkan8TiX+g/Ss9NRMywCYX4hCNKw9Zo8I4RwaqFmKzURlRYM2EWAxWCARaeHLSsTCj9/+AQHwScgwNtlOQkPDy/U/Ws0Gmg0mkK9DyIiujcfhRJl/cugrH8Zb5dCxZDNZpNCtaNlmqGaiEobdhH3MtPt2zg1ZToODxmKY2+MxeEhQ3F66gyYbt/2dmlO7u4ivnz5crRt2xaxsbHo27cv5syZg7Zt2zrd5ujRo3juuedQr149PPbYY1i3bl2u+7+7i3hUVBRWr16NF198EbGxsUhMTMSSJUucbrNnzx707NkT9evXR6tWrTBt2jTYbHeuHczOzsYnn3yCxx57DDExMejWrRt+/PFHp/tr3749vvnmG+k4+vfvjxs3bmDixIlo3LgxmjdvjgULFjjd57p169CpUyfExsaiU6dOWL58Oex2u+cPKBU6s82CG4Zb2HlhH7ac+hFXsm4gtEKYt8siIioxhBAwm83IzMyEXq+HXq9HZmYmTCYTByojolKLAduLLAYD/p49F/ojR52W6w4fwZk582AxGLxU2b2tWrUK06dPx+DBg7Fx40YkJCTg008/ddlu2bJlePnll/HNN9+gZcuW+N///oeLFy/m+X4mT56Mbt26YePGjejevTvmzJmDgwcPArgT3gcMGIC4uDisX78ekyZNwpo1azBr1iwAwOuvv44NGzZg3Lhx2LRpE9q1a4dXX30VP/30k7T/a9eu4YsvvsDcuXOxdOlSHD9+HE8++SSUSiVWr16Nnj17Yvr06Th9+jQA4KuvvsLHH3+MIUOGYOvWrRg+fDgWLVqEqVOnPsjDSYXAZDXj8NU/MPybd/Hp/uVYcWQdxv00GctPfo0ske3t8oiIii2r1Yrs7GxkZGQgLS0NBoMB2dnZ7AJORPT/2EXciyw6vUu4dtAdPgKLTl/oXcU3b96Mbdu2uSw3m81o0KCB29ssXrwYffr0wTPPPAMAeOWVV/DXX3/hzz//dNpuyJAhUqv2iBEj8MUXX+DPP/9E1apV81TbU089hf/85z8AgKFDh+Lzzz/H77//joSEBKxYsQKxsbHSIG01atTA+++/j5s3b+Ls2bP46aefMH/+fLRp0wYA8Oqrr+LUqVOYP38+HnvsMQCAxWLB22+/jcjISABAs2bNcOTIEbz55puQyWQYNGgQPv30U/z999+IjIzE3LlzMWjQIDzxxBMAgMqVK8NgMGDChAkYNmwY1Gp1no6LCl+aUYfpexe5fNj769Zp/HhuN56t2wUKTjlERHRfdrvdacRvm83GIE1EdA8M2F5ky8q8z/qsQq+hbdu2GDVqlMvyqVOnQqfTuSxPS0vDlStXEBcX57S8YcOGLgG7evXq0u9BQUEAAJPJlOfaatSo4fS3v78/LBYLAODUqVNo3ry50/r27dsDAL755hupppwaNWqEadOmOS2LiIiQfvf19UWlSpUgk8kAQArMJpMJqampuH79OmbOnIk5c+ZIt7Hb7TCZTLh8+bJLveQ9v1/9I9cPgN/9vQPta7REmF/IQ66KiKh4yBmoHf/vMlQTEeUNA7YXKfz877Per9Br8Pf3d9ui7O/v7zZgK5V3Tpm8/Ecrl7tegeDJf9AqlSrX2yuVSikI55Xdbpfqd/DxcZ6Oxl3NjtsCwNixY12CPQBUqFDBo1qocN3OSst1XZbFCDs/KBIRSRyt1GazGVarlddPE1GhEULAYDAgNTUVKSkpSE1NhU6nQ3h4OLp27ery2bw4YsD2Ip/gIATHx0F3+IjLuuD4OPgEBz38ou5Dq9WiYsWKOHLkCNq1ayctP3bs2EOto0aNGjh+/LjTsmXLlmHjxo2YMmUKAODQoUNSF3EAOHjwIGrWrJmv+wsLC0NYWBguXbqE559/Xlr+zTff4IcffsDHH3+cr/1S4YgtXxtbTv/odl214EpQK4r/mzcRUX4JIaSpsxwt1QzURFSQhBDIyspCamqqU5hOTU2F2Wx22f769euoUaMG6tev74VqCxYDthf5BASg5quv4MyceU4hOzg+DjVffaXITdXlMHDgQHz88ceoUaMGGjRogJ9//hnffvvtQ23FHTBgAJ5++ml88skn+M9//oNLly5hwYIF6NWrF2rWrInWrVtjwoQJAIBq1aph69at+Omnn/DJJ5/k6/5kMhkGDBiA6dOn45FHHkHr1q1x+vRpTJgwAYmJiW5b28l7qgRVRIWAsrhmuOmyrk/cMwjknL5EVMrY7XZYLBYpULOVmogKitFodAnSKSkpHl0aqlAoUL58+UKs8uFhwPYydZkyiBw14v/nwc6Cws+vSM6DndPzzz8PvV6PGTNmIC0tDU2aNMFTTz2FQ4cOPbQaoqOjMXfuXMyaNQufffYZwsPDkZSUhJdffhkAMGPGDEyfPh3/+9//kJ6ejlq1amH27NnSddr50a9fP6jVaqxcuRIff/wxwsLC0L17d4wYMaKgDosKSKhfMP6XOAxfHt+IXy8dhE3Y8Yi2HJJiuqNKALvzE1HpkDNQs5WaiB6UY1yiu1uks/IxblRAQABCQ0MRGhqKsLAwREVFITw8vBCqfvhkgu+2Lhxdj2NiYlzWZWdn4/z584iIiIBGo3nYpRUJu3btQq1atZxarN9++21cunQJy5cvL5T7tNlsyM7OhkajgULB0Z+LqqL2+si2mpCebYBN2OAjU+LGxWuIiIiA30MY34BKpqysLJw4cQLR0dE8jyhfCvMcEkJIodpisbCVugQzGo04e/YsatSoAV9fX2+XQ8XQvc4hi8XiEqJTU1NhyMcUwn5+fk5B2vH73bPvBAQEFOkZee6VD+/GFmzy2MaNG3H27Fm8++67CA8Px2+//YZNmzbhnXfe8XZpRE40SjU0AXferLOyspCdzTmwiahkydn122KxQAjBUE1EeWKz2ZCSkoLMzEynMJ2enu7xvtRqtTRmkSNEh4aGlsovgBiwyWNvv/02PvroIwwZMgTp6emoUqUK3nrrLXTv3t3bpREREZV4NpvNJVQTEeXGZrNBp9M5tUrfvn07X0FapVK5bZH28/PzeIafkooBmzwWHByMjz76yNtlEBERlRqOEb856jcR5cZut0Ov17t079bpdNKUs3mlVCqdWqIdYTogIIBB+j4YsImIiIiKmJzXU1utVthsNoZqIgJw5/0hPT3dJUinpaXBZrN5tC+5XO42SAcGBjJI5xMDNhEREVERYLPZnFqqeT01UekmhIDBYHA74JjVavVoX3K5HMHBwVKQDggIgMFgQN26deHv719IR1A6MWDnE//DI3LF1wURUd4JIaRAzam0iEovIQSysrLcToFlNps93l9QUJDT9dFhYWEIDg52monHMYq4XC4vyEMhlKCAfeXKFbRt29Zl+QcffIBnn322wO7Hx8cHwJ0RiUvjqHhE9+KYB9HxOiEiImdCCCgUChiNRpjNZk6lRVTKGI1GlyCdkpICk8nk8b60Wq0UoB2BOiQkBEpliYl4xVKJefRPnToFtVqNH3/80el6Aa1WW6D3o1AoEBwcjJs3bwIAR8x7SGw2m/TGw3mwix7HN683b950+YaUiKg0u7uV2mAwICMjA0ajkV/UE5VgJpPJbYu0ozHCE/7+/i4t0iEhIVCpVIVQOT2oEhOwT58+jYiICJQtW7bQ76t8+fIAIIVsKnx2ux1WqxVKpZJdWYqw4OBg6fVBRFRaOQYoM5vNsFqtTq3Udrvd49F8iajoslgsbq+RNhgMHu/L19fXJUiHhoZCrVYXQuVUWEpMwD516hRq1qz5UO5LJpOhQoUKKFu2LCwWy0O5z9LOaDTi3LlzqFKlCr/xL6J8fHzYck1EpZbdbpcGJ3NcM8mu30Qlh9VqRVpamkuYzs9c0mq12ilIO8I0P+OWDCUmYJ8+fRrh4eH473//iwsXLqBq1aoYPHgwWrZsWWj3qVAoGCgeEse3/Wq1GhqNxsvVEBER/RuqzWazNOo3ERVvNpsNOp3OpXu3Xq/3+DXu4+Pj1BLt+JeXmJZsJSJgm81mXLhwAb6+vnjzzTfh5+eHTZs2YeDAgVi6dCmaNWvm8T4d15RS0WA0Gp3+JfIUzyEqCDyPyDGVluO6ak+n0srOznb6lyg/eB49OLvdjvT0dOh0OqSlpUk/+QnSCoUCISEhCAkJQXBwsPS7v7+/2yBdFJ63onQOyWQyKJVKj+fwfpiEEHn+UkQmSsjXrVlZWVAqlU4X+/fv3x8ymQyfffaZR/s6fvx4vobEJyIq6pRKJfyDAyBTyiEsdhh0GUX6PzQib5HJZJDL5ZDJZBBCSK3VjmuqeR01UfEghEB2djYyMzOdfrKysjwO0jKZDH5+fvD393f60Wg0bJF+AHK5HFqttsh/HlGpVIiJibnvdiWiBRu4M5r33SIjI7F79+587c/Hx+ehXdNN92c0GnHhwgVUq1aN16dQvvAcAszCgmuZN/HFn1twzXATlQMr4Om6nVHOtwx8ZCXmv4NCxfOodLDZbFJLtcViKdCptLKzs3HlyhVUrFiRlzxRvvE8ciWEQGZmpkuLtE6ng9Vq9WhfMpkMQUFBLq3SgYGBJWaw3aJ0DslkMgQEBBTpaV7PnDmT521LxCeqkydP4vnnn8eiRYvQqFEjafkff/yR75Ds+IaKihZfX18+L/RASus5ZLFZsO/iEcz/baW07HZWKg5f/xPDm/ZHQuV4KOQcUyKvSut5VBIJIZy6fecc9VsmkxXaNDgajYZf0tADK43nkeMyTndTYOWnB2pQUJDLyN2lacrRonIOaTSaIj1auic9FEpEwI6MjEStWrUwYcIEvPPOOwgJCcHq1atx5MgRrF271tvlERF5XVp2Opb+/pXbdYsOfYHIMtVRxj/0IVdF9PA55qXO2ULt6XXURPRwGI1GlyCdkpICk8nk8b60Wq3TQGOOH6WyRMQhKkJKxBkll8sxf/58TJ06FcOHD0d6ejrq1KmDpUuXIioqytvlERF5nS47HSab+2/2My1ZSDdlMGBTiWS326WWaUeoZqAmKlpMJpPbFun8DDjs7+/v0iIdEhJSaL1RiO5WIgI2AISGhmLSpEneLoOIqEhSyO59zZjsPuuJiou7u3s7Bs1hoCbyPovF4hKiU1NTYTAYPN6Xr6+vS5AODQ0t0t2MqXQoMQGbiIhyF6TRIkDlD4M502VdiCYIQeoAL1RF9OAcITrnCN8M00TeZbVakZaW5hKm09PTPd6XWq126dYdFhZWJK4bJnKHAZuIqBQI0QThtaYv4uNf5sIu/p1eSCFX4LWmLyLEN9h7xRF5IGfrNAM1kXfZbDbodDqX7t35mUvax8fH5RrpsLAw+Pn5cQosKlYYsImISgGFXIG64bUwteP/8MPZX3BRdxnVQ6qiXY1HEe4fyg8vVGQ5rqF2tFDbbDYGaqKHzG63Q6/XuwRpnU7n8ZzwSqUSISEhUpB2/BsQEMD/i6hEYMAmIiolVEoVKgVVQJ+4p2G2WaBS+HBqLiqScgZqi8UCgNdQEz0MQgikp6e7dO1OS0uTxjPIK7lc7jZIBwYGMkhTicaATURUyijkCvgyWFMR4milNpvN7PZN9BAIIWAwGNwOOGa1Wj3al0wmQ3BwsEvX7qCgIMjlHECTSh8GbCIiInqoHHNR52ypZqAmKnhCCGRlZbmdAstsdj91470EBQW5BOng4GAoFPzSlsiBAZuIiIgKnWP6LI72TVQ4jEajS5BOSUmByWTyeF9ardapW7djLmmlktGB6H74KiEiIqICJ4SQwrTjh4Ga6MGZTCbcuHEDV69exc2bN6VrprOysjzel7+/v0uLdEhICFQqVSFUTlQ6MGATERFRgcjZSm2xWCCEYKgmyieLxeK2a7fBYPB4X76+vi5BOjQ0FGq1uhAqJyrdGLCJiIgoXxyt1JxCiyj/rFYr0tLSXIJ0enq6x/tSq9VOQdoRpn19fQuhciJyhwGbiIiI8sxmszlNocVWaqK8sdls0Ol0Lq3Ser3e49eQj48PfH19Ub58eZQtW1YK0n5+fpwCi8jLGLCJiIjonhwt1SaTSQrVROSe3W6HXq93CdI6nQ52u92jfSmVSoSEhLgMOKZQKHDu3DnUqFGDrdNERQwDNhEREblls9lgMplgNps56jfRXYQQyMjIcBqxOzU1FWlpabDZbB7tSy6XOwVpR5jWarVu55I2Go0FdRhEVMAYsImIiEjC1moiZ0IIZGZmOl0fnZKSgrS0NFgsFo/2JZPJEBwc7DLgWFBQkNsgTUTFDwM2ERFRKZdzsDKLxcLWaiqVhBDSXNJ3t0qbzWaP9xcUFOQy4FhISAgUCkUhVE9ERQUDNhERUSnkmJvaEaoBMFRTqZGdne3SIp2amors7GyP96XVal2ukQ4JCYFSyY/ZRKURX/lERESlgN1ulwI1p9Si0sJsNjsFaUeYzsrK8nhf/v7+boO0SqUqhMqJqLhiwCYiIiqBbDab05RajkGXGKqpJLJYLE4h2hGkDQaDx/vy9fV1uUY6NDQUarW6EConopKGAZuIiKgEsNlsUgu1I1wzTFNJY7VaodPpXLp3p6ene7wvtVrtco10WFgYp70iogfCgE1ERFQM5RyYjF2+qaSx2WzQ6/Uug43p9XqPz3MfHx+nlmjH735+fpDJZIV0BERUWjFgExERFQNCCGlgMkdLtWM5UXFlt9uRnp7u0iKt0+lgt9s92pdSqURISIjTNdKhoaEICAhgkCaih4YBm4iIqAhyDErm6PpttVohhGCgpmJJCIGMjAyXAcdSU1Ol8QHySi6Xuw3SWq2Wc0kTkdcxYBMRERUBOUf5doRqgC3UVLwIIZCZmek2SDt6XeSVTCZDcHCwS9fuoKAgBmkiKrIYsImIiLzA0eXbcQ21o4WaqDgQQsBoNDpdH+3412w2e7y/oKAglwHHQkJCoFAoCqF6IqLCk++ArdfrcfDgQdy8eRMdO3aETqdDREQEr3EhIiLKhd1udxqYzG63M1RTkZedne02SGdnZ3u8L61W63YuaaWSbT5EVDLk691s3rx5WLBgAbKzsyGTyRAbG4sZM2ZAp9NhyZIlCAwMLOg6iYiIih22UlNxYjabXbp2p6SkICsry+N9+fv7uw3SKpWqEConIio6PA7YycnJmD17NgYNGoQ2bdrgueeeAwC88MILGDVqFGbOnIm33367wAslIiIqDhzXUpvNZrZSU5FksVhcro9OSUmBwWDweF++vr5ug7RGoymEyomIij6PA/bKlSvx0ksvYdiwYU6jPrZs2RLDhw/HwoULGbCJiKhUydlKbbFYGKipSLDZbEhLS3OZAis9Pd3jfanVapdrpMPCwuDr61sIlRMRFV8eB+yrV6+iSZMmbtdVr14dt2/ffuCiiIiIiirHoEtms1kK1TabjaGavMZms0Gv17sEab1e7/F56ePj49Qi7fjdz8+P4+wQEeWBxwG7QoUKOHz4MJo3b+6y7o8//kCFChUKpDAiIqKixGazSd2+9Xo91Go1QzU9VHa7Henp6S5BWqfTwW63e7QvpVKJkJAQlzCt1WoZpImIHoDHAfuZZ57B7NmzodFokJiYCADIysrCtm3bsGDBArz44osFXSMREdFDl3NeakcrtdFoRGZmJlusqVAJIZCRkeF2Lumcl+flhVwudxukAwMDOZc0EVEh8DhgDxw4EJcvX8bUqVMxdepUAECfPn0AAF27dsWgQYMKtkIiIqKHQAjhNNq31WqVlufchqigCCGQmZnpNkhbLBaP9iWTyRAcHOzUrTs0NBRBQUGcS5qI6CHyOGDLZDK89957ePHFF7Fv3z7o9XpotVo0adIEtWrVKowaiYiICkXOeakdg5MxRFNBE0LAaDQiNTUV169fx8WLF/HXX39Bp9PBbDZ7vL+goCCXIB0SEsIgTURUBORrHmwAiIiIQEREREHWQkREVOgc3b4drdUM1FSQsrOzpWujc/6bnZ3t8b60Wq3bIO3j41MIlRMRUUHwOGAnJSXlOviFXC6Hn58fqlatimeffRbVq1d/4AKJiIgehBDCKVTz+mkqCGaz2aVrd0pKCrKysjzel7+/v0uQDg0NhUqlKoTKiYioMHkcsCtXrowtW7ZACIH4+HiEh4cjJSUFR44cgcViQUxMDI4fP44vv/wSq1atQp06dQqjbqICl6I3QpdhgtliR0igGkEBaviq893Jg4i8xGazwWaz3fNaaqK8slgsLtdHp6SkwGAweLwvX19fBAcHQy6Xo2rVqihfvjxCQ0Oh0WgKoXIiIvIGj9NDeHg4HnnkESxZsgSPPPKItPzWrVsYMGAAWrVqhUGDBmHIkCH45JNPsHDhwgItmKig2e0C56/pMXHpAdxKMwIAFHIZnmxZA93b1kRwgNrLFRJRboQQTmHaEa4d64jyymazIS0tzWUKrPT0dI/3pVarpVbonK3Sfn5+MBqNOHv2LGrUqAFfX99COBIiIvImjwP2unXrMG7cOKdwDdwJ3oMHD8b777+PwYMHo2fPnhg9enSBFUpUWG7rjBg3dw8ys63SMptd4OudZ1A+zA+dmlfjnKBERYSju7cjVHNgMvKUzWaDXq93uU5ar9d7fB75+Pi47drt7+/P/zeIiEopjwO20WjMdXANmUyGzMxMAICfn1++RsYkethOXEh1Ctc5ffnDKSTUK4+wILYyEHmDI1Dn/GGgpryw2+1IT093aZHW6XSw2+0e7UuhULgN0lqtlkGaiIiceBywGzRogJkzZ6J+/foIDw+XlqekpODTTz9FfHw8AODAgQOoUqVKwVVKVEguXNPnui4twwSr1bMPYkT0YOx2O6xWK8xmM6xWK+x2OwM15UoIgYyMDLdzSTsuF8gruVyOkJAQlzAdGBgIuVxeSEdAREQliccBe+zYsejVqxfat2+P+Ph4hIaGIjU1FYcPH4a/vz+mT5+OXbt24dNPP8W7775bCCUTFayalYJzXRce7Aulkh+qiAqbo3XaMdI3wGuoyZkQApmZmW6DtOOcySuZTIbg4GCXIB0UFMS5pImI6IF4HLCrV6+Ob775BitWrMD+/fvx559/onz58hg4cCD69OkDrVaLzMxMzJgxA48//nhh1ExUoCKrhCDQX4X0TNdLGv7bMYrdw4kKgeM6ase0WZw6ixyEEDAajW7nks7PpWdBQUFu55JmkCYiosKQrzmIQkJCMGzYsFzXx8bGIjY2Nt9FET1M4SF+mDS4BT5a/hsu37wz7YpKKcdz7SPRuE55L1dHVPzlvI7aMTgZu30TAGRnZ7sN0tnZ2R7vS6vVuozcHRISkuu4MURERIUhXwH7/Pnz2LlzJ7KyslwGCpHJZBgyZEiBFEf0sFQtH4hJg1tAbzDDYrEhMECNEK0aKh+2cBB5wjFtliNIO/51rKPSyWw2OwVox+9ZWVke78vf39/tgGMqlaoQKiciIvKMxwF7w4YNGDt2bK4flBiwqbgK0WoQotV4uwyiYsVdmOYo36WXxWJxmUs6NTUVGRkZHu9Lo9FIATpnkNZo+D5NRERFl8cBe968eWjevDk++OADlC9fntNTEBGVIo4QnbPLN8DW6dLGZrO5BOmUlBSkp6d7vC+1Wu3StTs0NBR+fn6FUDkREVHh8jhgX716Fe+++y4qVKhQGPUQEVER4gjUHIysdLLZbNDr9S7XSev1eo/PAx8fH7ddu/39/fllPRERlRgeB+yIiAhcu3atMGohIiIvs9vt0lRZDNSlh91uR3p6ukuLtE6ncxlr5X4UCoXbIK3VahmkiYioxPM4YI8cORLvv/8+KlasiLi4OKjV6sKoi4iIHgK73S61UDu6fDNQl1xCCGRkZLidS9rR3T+v5HI5QkJCXIJ0YGAg5HJ5IR0BERFR0eZxwJ44cSJSUlLQt29ft+tlMhn++uuvB62LiIgKgaNV2tFCzRG+SyYhBDIzM90GaYvF4tG+ZDIZgoODXVqlg4KCOJc0ERHRXTwO2E8++WRh1EFERAXMMf90zoHJOP90yZOVleV2Ciyz2ezxvoKCglyCdEhICIM0ERFRHnkcsF999dXCqIOIiB4Qp8wq2bKzs10GG0tNTUV2drbH+9JqtW6DtI+PTyFUTkREVHp4HLCBO//Jnzp1ChaLRfrgZrfbYTQacfDgQYwaNapAiyQiIme5tU471lHxZTab3bZIZ2Vlebwvf39/twOOqVSqQqiciIiIPA7Y+/btw7Bhw3Kd69Lf358Bm4iogDkGI3OEasd1tAzTxZfFYnG5Pjo1NRUZGRke70uj0UgBOmeQ1mg0hVA5ERER5cbjgP3JJ58gODgYH3zwATZt2gS5XI7u3btj165d+OKLL7Bo0aLCqJOIqNQQQjh193aEasc6Kl5sNhvS0tJcWqRz+6L6XtRqtRSec4ZpPz+/QqiciIiIPOVxwD516hTef/99tG/fHgaDAZ9//jlat26N1q1bw2KxYN68eVi4cGFh1EpEVCLx2umSwWazQa/Xu1wnrdfrPX4ufXx83AZpf39/ziVNRERUhHkcsO12O8qXLw8AiIiIwJkzZ6R1HTt2xOjRowuuOiKiEsYRpnOGal47XbwIIZCeno5r1645BWmdTic9l3mlUCjcBmmtVssgTUREVAx5HLCrVKmCU6dOoVGjRqhatSqMRiPOnj2LGjVqwGq1IjMzszDqJCIqVhzdvB3XTjsCNcN08SGEQEZGhlO37tu3byMtLc3jIC2XyxEcHIywsDCna6QDAwMhl8sL6QiIiIjoYfM4YHft2hVTp06F3W5HUlIS6tWrhw8++ABJSUmYP38+atasWRh1EhEVWTnDs6NF2mazsZt3MSGEQGZmplOQdvzuGEwur2QyGYKDg11apIOCgjiXNBERUSngccAeMGAA0tLScOzYMQDAO++8g4EDB2Lw4MEICAjAvHnzCrxIIqKiwBGc7w7UjhDNMF30GY1Gl3mkU1NTYTKZPN5XUFCQ27mkGaSJiIhKL48Dtlwud7rOOiYmBj/++CPOnTuH6tWrIyAgoEALJCJ62O7u3p3zX8d6Ktqys7PdtkgbjUaP96XVaqUgrdVqkZmZiXr16kGr1RZC5URERFSceRyw3QkICEBsbGxB7IronmQWC4zXriP7+nUoNBqoy5SBKjQEsmLQYpRptEAmk8FPUyAvOyogd7dKO37Yvbt4MJvNboN0fsYD8fPzczuXtEqlkrZxjDuiVPJ1TERERK48/oSQmpqKCRMmYN++fcjIyHD5ACqTyfDXX38VWIFEDhVDQnF93QZc3bwF+P+WRIW/P6LHvgltdG3Ii+gH3ts6Iw6dvIHtB/+BQi5HlxbVEB0RhtBAjbdLK3WUSiWsViuMRqNTmAbYKl3UWSwWpKWluYTpjIwMj/el0WjcBmmNhq9JIiIiejAeJ5IJEyZg+/btePzxx1G5cmWOfkoPhUwmg/3MGVzduMlpuS0zE3+++z7i58yEb4XyXqoud7d1Rry94FdcvmmQlh0/exuxNcMwslcjhuxC4m7QsczMTBgMBmRkZDBIFWE2m00K0jlbpPV6vcf7UqvVbqfA8vPzK4TKiYiIiPIRsH/55ReMHj0avXv3Lox6iNwSmZm4tm6D+3VWK1L3H0DFbk8+3KLuw24X2Pn7Zadw7XDsTAr+/icNCXUreKGykkMI4XKNdG6DjjnmnGZLddFgs9mg1+tdgrROp/P4OfLx8XEbpP39/TmXNBERET1UHgdsHx8fTsVFD53Mbkf2zZu5rs+8ePEhVpM36Zkm/HDgUq7rv/31AuJqhUOtKppd24sad9dJl6bu3cJuBWSKYhcY7XY70tPTXbp252cuaYVC4RKiHQOPFbfHhYiIiEomjz/Zt2/fHhs2bEDTpk0Lox4it4RCAf+qVZB5/oLb9UF16jzcgvJAALDfI/jZhUDJj4Weu9egY0DpCNM5WTJSYfrnBIwX/4BSGwb/6OZQakMgV/k+9FpSdEb8fVmH05fSUD7MH/UjyyBEq4FKqYAQAhkZGW6DtNVq9eh+5HI5QkJCXIJ0YGAgL0siIiKiIi1PAXvOnDnS71qtFitWrMCFCxfQsGFD+Po6f8iTyWQYMmRIwVZJpZ7Mzw+PPN8Tf0/6yGWdMiAAQbExXqjq3gL9VGjbsBJWbTvldv3jTatBU8pbr+/u2v2wWqVNFhPMdgvUChVUStX9b+AlFt0N3NzwCezGfwfyMhzfgZDEXvCt0QAKlfqh1XI9JRNTVx1ERpYZSpkVGrkZv+wxIa56AGzmTKSlpcJisXi0T5lMhuDgYJdW6aCgIM4lTURERMWSxwHb4ciRIzhy5IjLcgZsKgxCCGSHBqPma0NwYelyWA13rmv2q1oVkSOHQ1023MsVulIo5HiscRX8+Ns/uJGa5bQuskoIoqqGeKky7ygKXbz9gwJwPfs2fjy7C7cy0/BIYDm0q94SZf1Di1zQtpmykPbLWqdw7ZC28wuoH6kJhapwz3uj0YiUlBRcu34Tuw+dQbjIQGV/ExSyf7t2X7uc+6UbOQUFBbkE6ZCQEAZpIiIiKlHyFLBPnjxZ2HUQ3det9HTUad4UcfVjYcnIgNxHCZ/AQPgEBXm7tFyFh/jhw8EtsOvIFfx88B8olXJ0bh6BhrXLIizo4XfxfRjcjeBdFLp42yFwzZaCr/b+OxL9jcxbOHLtTwxo2BN1ykZCLst792OzxQqrTUDto4BCUfDdlu3ZmTBdzuW9V9hhvn4ePkEFE7Czs7PdziVtNBqlbXwA+OQhC2u1WrdB2sfHp0BqJSIiIirKCqR/qtlshkpVtFp/qGQSANThZaAOL+PtUvIsPMQPT7WuiXaNq0AmAwL9H1633sJ097XSjr8dA1cVtWuljfZsrD/5jctyAYEvj2/CyBaDEOJ7/y9rMrPNuJGShR9/u4TUdBNqVw1B89hHEBbkC4W84AbaEnY7cI+r9O0Wk8f7NJvNboN0Zmamx/uy2JXItqtgsqvRNK4G4upUQ2hoKP8vICIiolItzwE7IyMDs2bNQmRkJJ599llpudlsRsuWLfH4449j9OjRnF+UyA25XIaggOIZrHMG55wt0kU1SOcm3ZQBi939YFsZ5kxkmrPuG7CzzVbsPXYda7aflpadv6rH9oP/4M3ejVCpnLbA6pWrfaEMrQBr6jW369UVauR6W6vVKoXnnGE6I8O1u/n9aDQaBAWF4O/rZmSYlMi2q2Gyq2HDv83Z8XExKBfq7/G+iYiIiEqaPAVsg8GAPn364NSpUxg+fLjLuoSEBKxbtw5//PEHkpOTXQY+I6Kiz263Sz85g3TJmQrrwVuX9ZkmrMsRrh1MFhuSvzuBV5+NQ4BfwbTgKv0CEdKyJ25tmgkI5+msfGs1gcI/CDabDWlpaS5BWq/Xe3x/KpXKacRux+9+fn6w2wUOnbyBzzb94XK7VnGVCuyYiYiIiIq7PAXsFStW4MqVK/jiiy9Qv359p3WhoaGYNWsWfvvtN7z00ktYuXIlXnrppUIplpw5Ag/nf6W8yhmiHa3QxbVF2lOB6gCoFSqYbGY367TwV92/BfbC1QzkNnPz+WvpyMy2FGjYVIVXRrmn30TqgU1Iu3YZBmUgTOG1kJ6tQtq6DdDpdB4/Xz4+PggJCXEJ0/7+/rm+l8jlMtStHoZhz8Vj/c4zuHwjAyGBGjzetBrio8Lhr+H11URERERAHgP2t99+iwEDBriE65waN26MpKQkbN26lQH7IcnMzITZbIZMJnP7kxcymQxyudzp37t/p+JBCCEFZSGEFJ4dvxeFgca8yVeuwXN1n0Dysa+RcwZyOeToFfsUgjX3794t7Pd+3B70YbXb7UhPT3czlzRgtz9yZyOD+y7jd1MoFG6DtFarzdfr2k/jgzrVw1C5nBZWmx0yuQzBxfSyByIiIqLCkqeAffnyZcTGxt53u8aNGyM5OfmBi6K8E0IUaFi6+4N3zqCdM3Dn/Fsulzv9MJQXrpwtzjn/dXTlBkpngL4fOWQIswdiVItB2HlhL64bbqFy4CNoVS0BYX4heTpvq1cKQqhWA11GtktLdsXwAPjlsSVXCIGMjAw3QToNVqv768RzPS65HMHBwS5BOjAwEHJ5wY9urvVnd3AiIiKi3OQpYPv5+eVplFm73Q61mi0axdndwSxnaLuXnME7Z9hWKBQuwfzu0J7zvnP+5KzHZrNBqVRK60pqiHccn6O1OWeX7pwt1I5tyTOZ6ZmoEV4ez9brCovNArVCBaXi/m+DZosN6QYTrt4yoFPzaggJ1ODkhVT89NslCABKuRy9O9VG4F3hUwiBzMxMtyN3WywWj2qXyWTSXNI5w3RwcDDnkiYiIiIqIvIUsKOjo7Fr1y489thj99xux44dqFq1aoEURsVLzkDsCIB3cxeKHcvuFxaNRiMyMzOh1+thMpncdmW/u0UdgEdd3QujS7wjMDtCMgCnbts5v1DIuU3O21PBUyl8oFLkrbXZZLbij3MpWLLpT1hzPD/NYx7BC53r4O/LOnRoUhX+GoHLly+7BGmTyfPptAIDA51ao8PCwhAcHAylskBmViQiIiKiQpKnT2vPPvssRo4ciVatWuUasrdv3441a9Zg3LhxBVoglRzuwmJeA6QQAhaLxSmUAvduYc9PWHbXBT7n3zm3y7nO4e7rnxmYi7/UdBMWbTguXbUthw0auQknT/wJjckfAcjG1o17YTQaPd53QECAU2u048fH597hPy09G5dupOPvf/QID/ZFnYhQBGvV8FGyJZuIiIjIm/IUsDt27Ijvv/8er776Klq3bo3ExERUqlQJNpsNV69exc6dO7Fz5060bt0aPXr0KOya3bLb7ZgzZw7WrFmD9PR0NGzYEO+88w5b1IsYk9kKfaYZJrMNapUCgf4+0KgKZwTi/IRZBmByMJvNSE1NxU+/nkR51Q2o5SZo5Gb4yP+9RvrW1bzty8/Pz22Qzs8lNTfTsjDj89+RmpEtLVPK5XjtuTjUrBQMpbLgr7smIiIiorzJc3/DqVOnIioqCkuXLsWOHTucuvaWKVMGI0eORN++fQtlUJ28mDt3Lr788kt8+OGHKFeuHKZMmYKBAwdiy5YtUKk4KE9RoDOYsHnXWew9fg02ISAH0DC6HJ5uWwshWo23y6NSymq1St25c3bvzsjIkLYpk8e3EI1G43KNdGhoKHx9fQuk1kyjBZ9vO+kUrgHAardj7rqjeKd/U4QFF8x9EREREZHn8hywZTIZXnrpJfTr1w9//vknrl+/DrlcjooVKyI6Otqrg06ZzWYsWbIEb7zxBlq3bg0AmDFjBlq2bIkffvgBXbp08VptdEe22YKvd57BvuP/TjFkB/DbiRswmW3o+0Qd+PvyixAqPDabDQaDAWfPnoXBYJCCtF6v93xfQo5suxoaPy2ax9dE+XLhCAsLg6+vb6G+FxqyzThxIdXtOpPFhmupmQzYRERERF7k8Yg5SqUS9evXv+ec2A/byZMnkZmZiaZNm0rLAgMDUadOHfz2228M2EVAeqYZB467n7/32NnbyMiyMGBTgbDb7dDr9VKAdvyr0+k8vgTALhMICgrG1VQ5DBYlsu1qZNvVsAolZJDhzWcaoXrF4MI5EDds1nvXn2X0bIovIiIiIipYJWJI2uvXrwMAKlSo4LS8bNmyuHbNfai7HyEEsrKyHri2wmQymfI1sJI3ZBotLvMG55SeaUaQX+6XF2RnZzv9S2S322EwGJCWlub0o9frcx3JPjcKhQJBQUHwDwrAYf1fMPvYYFJZYVXaUTYA+E/rp7B1xzXcvnKntbtMkC96dohEeLD6ob4GVT4yBPqrkJ5pdrv+kXD/YvOeUFzxvYgeFM8hKgg8j+hBFaVzSCaTQalU5nl6YG/wZJrgEhGwHR8o777WWq1W56v7JwBYLBacOHHigWsrLHK5XAoYxYE2tOI91/soBM6ePXvf/Vy5cqWgSiIPKRQKKBQK2Gy2h/oGKISAyWRCZmam009WVpbHQVomk8HX1xf+/v5OP76+vggICMDx7DNIO+8cUG9m3saXpz7Ho41boFfHxrCYrVDK7TBl6XHx/I2CPNT70vj6onvr6lj2zUmXdQ0iy8JmzsTZs7cfak2lFd+L6EHxHKKCwPOIHlRROIfkcjm0Wm2RDtiAa9bMTYkI2BrNnQGyzGaz9Dtwp4U3v4ML+fj4oGbNmgVSX2ExGo3FprXKbBWIqhKCU5fSXNZVLqdFsFaD8qE1cr19dnY2rly5gooVKzo9x1T4ZDIZsmxGpBp1uJGZgjJ+oSjnFwI/hW+eu1w7pjXLOcXa3Ry9RnQ6nVOLtE6ng8Vi8bjmwMBAhISEICQkBMHBwfD390d6ejoqV67s9hySy+X47fQfbveXYc7Ed+d+QOPKdRCm9buzMCTAo5oKSrhNYMjTsVj381lcT81EgK8PHmtcGc3qVYDGBygbFuSVukoLvhfRg+I5RAWB5xE9qKJ0DslkMgQEBNx3mlJvOnPmTJ63LREB29E1/ObNm6hSpYq0/ObNm6hdu3a+9imTyeDn51cg9RUWT1vvvMkXwAtd6mDRhuM4fy1dWl6xjD8GdYtBSGDeHmuNRlNgIzJT3tzKTMG8AyuRYvz3y5EgdSCGJPRBuYDw+95eZ0zH1fTrOJN6EWG+IYgqUx0q4YN0nd7pGunU1FSYTCaP6wsMDHQauTssLAzBwcFQKp3f3oxGIwwGwz3PodjydbDnn4Nu19UuUwN+Pr7wVXn3PyFfALG1/FDtkSBYLHbIFTIE+quhkHtvoMnSiO9F9KB4DlFB4HlED6qonEMajSZf05c+LJ4MYutxwH7hhRfw9NNPo0OHDl7/tsOhdu3aCAgIwP79+6WAnZ6ejr/++gu9e/f2cnXkEBbkiyHPxEFvMCHNYEJwgBqBASoE+RfdF1NpZzBlYsWRtU7hGgD0pnQsOvQlXkvoiyCNNtfbX0u9jqW/fgmjwQi1WQmVWYGD5l+hsHs+nV9AQIDbuaQL8tvOCtqyqBz4CP5Jd57gWiFToGvt9l4P1zkF8nVDREREVOTkaxTxsWPH4r333kOnTp3QvXt3xMfHF0ZteaZSqdC7d29MnToVoaGhqFixIqZMmYLy5cujffv2Xq2NnGn9VdD6q1CpXO6hjIoOgzkTl/RX3a67lXkbBlMmgjRamM1ml3mkU1JSkJWVhUAoEYi8P99+fn5ug/TD+FYzSKNF/4Y98eulg9h96TdkW0yoHV4TXaPaoax/WKHfPxEREREVbx4H7MWLF+PmzZvYuHEjNm7ciDVr1qBq1aro3r07unXrhnLlyhVGnfc1dOhQWK1W/O9//0N2djYaN26MxYsX5/lidCJyZbY5X/ssswMqy52WaJVZid0/7UJ2hhEZGRke71up8kHZMuEuYdrb3ZRCfIPweK1EtKjSCAKAWqGGXxFquSYiIiKioitf12CXLVsWAwcOxMCBA3Hs2DF8++23WLduHWbNmoVmzZqhZ8+eeOyxxzzqq/6gFAoF3njjDbzxxhsP7T6JSiqbzYa0tDTcunYDZVID4GOWQ2VWwMeqgAz/vq5v6W/ef18yO8wqG8wqK0z//6/Zx4pn4p5A8yqNCvMw8k0hVyDYl4OFEREREZFnHniQM6vVCqvVKo3ym5aWhuHDh6NKlSqYMWMGoqKiHrhIIiocdrsder3eqVt3amoqdDqdNNp3CPLWouzj44OQkBBpoDG1VoM1Z75Fqk0PuPmurWpwpYI8FCIiIiIir8tXwP7nn3+wceNGbNq0Cf/88w8qV66MHj164KmnnkK5cuVw48YNDBw4EKNGjcLmzZsLumYi8pDdbkd6errLddJpaWkej0YvZAIqfw0ql6+IcuHlpECt1Wqdeq0IIfCkvx3LDq922UedspH3HBzNExmmTBjMmbDarPBX+UKr1sJHUSImSCiS7BYzbMZ0WFKvAXYbfEIfgcJPC7nK+yOQEhEREXmbx59Ce/bsiaNHj0KtVqNDhw744IMP0KRJE6dtypUrhw4dOmDZsmUFVSf9P1tWOqwZqTBdPweTwhc2/1Ao/AIhV/Jac7oTajMyMtwGaavV6tG+5HI5goODpWmvNFpf+AX5IyQoGEG+gfBR3Hv0bplMhqiwGnipYS9sPPk9bmTegq/SF62qJaBFlUYIUPk/yKECAG4YbmHZ4bW4mnEdAKBSqNCpVhskVKoP/wLYPzmzm40wnjuK1J1fAvb/P59kcmgbPg5tTGsoNHzMiYiIqHTzOGBbrVa88847eOKJJxAQEJDrdu3atUPLli0fqDhyZjWk4fa3i5B1ej9kaj9Y/MKQpUtBWPt+0FSuDbkPQ3ZpIYRAZmamFKRzhmnH5Rp5JZPJEBQU5DKXdFBQEBQKxQPV6afSoG65SFQOfgQWqwVyuRyB6gAo5A+2XwBIy9Jh9r6lyDBnSsvMNjM2ntyGQFUAGlWKfeD7IGdWfQpSf052XijsyDj4DdTlqsG3Sh3vFEZERERURHgcsNeuXQudToeDBw8iMTERwJ0u4z///DO6deuGwMBAAHfmpqaCI4QdhuM7kXV6v/MKuxUp33+Gcj3GQRXinRHcqXAZjUYpPOcM0iaTyeN9BQYGugTp4OBgKJWF26U6UB0AFPAsW5fSrzqF65y2nv4RtcpEFFg3dAKEzQrDHztzXZ9+6DuoylZlKzYRERGVah5/qj5z5gz69u0LlUolBewrV65gypQpWLFiBZYtW4ZKlTh4UUGzGXTQ79/kfqWwI/vCcQbsYi47O9slRKempsJoNHq8r4CAALdzSfv43Ltbd3FySed+fm4ASM3Ww2rzrEs83ZuwWWFJT8l1vc2gg7B51nuCiIiIqKTxOGBPnjwZFStWxJw5c6RlTZs2xc6dOzF48GBMmTIFM2fOLNAiCYCww5apz3W19R4ffKloMZvNboN0Zqb71th78fPzc2qRdvyo1QXcXFwElQ8Iz3WdVuVfIN3Q6V8ypQ/Uj9SE+eppt+tVZatC7sOBzoiIiKh08zhgHzlyBFOnTkV4uPOH29DQUAwaNAhjx44tsOLoXzKlCqoKNWC+dtbtenVldskvaqxWq9trpDMyMjzel0ajcRukfX1Lb6CpHloFaoUKJpvZZV37Gi0RqMl9jAjynEyugH9kYxiO/ARhNd29EoENO0KuKvlf7BARERHdi8cBWyaT5drSZjabPR5gifJG4ReIsMdewLXk8S7r5AEhUJWt4oWqCABsNht0Op3LddLp6enSXNJ5pVKppPCc8zppX19fpymwCAjRBOHVhL5YdPBzpJsNAAAZZHi0SmM0eCQGcpncyxWWPEptKMp2G4HUn1fCknIFAKAILIPQ1s9DGVTWy9UREREReZ/HATshIQFz585FQkICQkNDpeWpqamYP38+EhISCrRA+pe6fHWU6zEOKds+g82YAchkUFeNQUiL7vAJCPF2eSWe3W6HXq93CtKpqanQ6XQezyWtVCpdgnRoaCgCAgIYpPNILpejctAjeL3FS0g3GWCymhDiG4QAlT98fTTeLq9EkskVUIVXQpknXoXdlAkIAbnaD0r/IG+XRkRERFQkeByw33jjDTzzzDN47LHHEBcXh9DQUKSlpeHw4cNQq9WYPn16YdRJAORqX/jXbAB1+Ymwm43IMllhhhwKVentJlwYhBBIT093uUY6NTXV4yCtUCgQEhLiFKbDwsKg1WoZpAuATCZDiG8QQv6vvTsPj6q83z9+n2Rmkkx2kpAgq2yGJUDZZBNksVagraJWKKBYFCwo4FIBqShuoCAoAipVZFG0IogKWL+ABTdklUpFtsgqskjCEhKyzu8PfjPNkIWZ5EwmQ96v68qVzDknZz4hj+PcebYwAl5FstgjJTsrtAMAAFzK64Bdu3ZtrVixQvPmzdO2bdt09OhRRUZG6o477tCQIUOUlJTkizpRiCUiVlKscjIylF+GrZpwkcPhUEZGRrFBOi/PuxWog4KCFBMTU2SOdHR0tIKCGKqMwJZ3/rQKMjNUkJulYHu0guyR/GEPAACgGGXa/DYhIUFjx441uxbAJxwOhzIzM92C9KlTp5Senq6cnKILZJXGMAxFR0cXmSMdHR2t4OCyrVqdm1egvPx82awWBQfRq43Kw+FwKDftqH799HXln0v7/0cNhTftpKi2fWQJj/JrfQAAAJVNmQL2uXPn9O233yozM7PYRZxuvvnm8tYFlElWVlaRHulTp04puww9/VFRUUXmSMfGxspiKdN/NkVkXsjRyfQsrd18WGnnspVcN1bXNktSXHSYggjaqATyM9J14uOZclwovLClQ+d3fq3giFhFtbpBRhn/sAQAAHAl8joprF+/XmPGjFFWVlax5w3DIGDD57Kzs4sd2p2Zmen1vSIiIordAstqtfqg8ouyc/L07Q/H9c/Vu13H9h5O1+pNh/S3QW1UqzrzW+F/OaeOXBKu/+fcfz5XeONrZYlkgUUAAAAnrwP29OnTVb9+fY0fP16JiYnML4VP5eTkKD09XceOHdP+/fu1d+9enT59usSt4kpjt9uLDdIhIRW/d++Z89laUihcO13IydM7/9ql+29rqXC7rcLrAgrLSz9R4jlHdqYc+WzLCAAAUJjXAfunn37SnDlz1LZtW1/UgyoqLy9P6enpbnOk09LSdO7cOa/vFRoaWmyQDgurPIsyHfjlnEpaj/yno2eUcSGXgA2/s8ZfVeI5IzRChsV3ozwAAAACkdcB+6qrrlJGRoYvakEVkJ+fr/T0dLdh3adOndLZs2eLnc9fGpvNVmQv6bi4OIWFhVX6LbDy80vf7svLfwrAJ6yxNRQUHqOC86eLnItu8zsFs/81AACAG68D9vDhwzV79mylpKSoVq1avqgJV4CCggKdOXOmyGJjZ86c8XovaavVqujoaFksFtWpU0eJiYmKi4tTeHh4pQ/SJbn6qpKDSc34cNlD6RmE/1kiYpXw+weUtvot5Z46IkkygqyK+E0vhTVsI8NgihAAAEBhXgfsTz75RMePH9cNN9ygatWqKTQ01O28YRhas2aNaQWicnM4HDp79myxW2B5G6SDg4MVGxvrNrQ7Li5OkZGRunDhglJTU9WgQYNKNdS7rKLCrbrx2rr6bONBt+OWIEODftdEUeEMD0flYItNVELfkcq/kCHl5coItSvYHqUgC20UAADgUl4H7KSkJCUlJfmiFlRiDodDGRkZxa7cnZeX59W9goKCFBMTU2SedHR0dJVZNM8eatMN7euqUZ1YffrNAZ3JyFaDWtH6XYd6io8N/D8g4MoSbI9UsJ2V7QEAAC7H64A9efJkX9SBSsLhcCgzM7PYHumcnByv7mUYhqKjo4sE6ZiYGAWzd64iw21KaRCv+ldFKTffIbstWDabOXtsV1Y5eTk6k52hA+mHdSEvW1fH1lFsWKTCbeH+Lg0AAAAotzK/m09NTdXXX3+tEydOaPDgwTp8+LCSk5MVERFhZn3woaysrCI90qdOnVJ2drbX94qKiiqy4FhsbKwslis7MJohPKxqDLXNzsvW98d2afH3y1VQaA31VolNdWuz3ooKvTJ6SP21LoC3iwQCAADAfF6nn/z8fD3xxBNaunSpHA6HDMPQTTfdpNmzZ+vw4cN6++23GUJeyWRnZxc7tDszM9Pre0VERBS7BZbVyqJcKF161hm98/2Hcsg9CG4/vlMN4urpurrtK8WidaXVYBiG20dQUJDb15c+NgzDLfgW93VJz1fc8eJCtMPhUEFBgetzcV877+Ws7dL7FxQUKD8/v9TnAQAAwOV5HbBfffVVffLJJ3rmmWd0/fXXq3PnzpKksWPHasSIEZoxY4aef/550wvF5eXk5LjtJe38KMu2ana7vUiPdLVq1RQSEuKDylEVbPn5+yLh2unfP32tlklNFe2jXmxn4LXZbLJarbLZbCUGZef1xX2U9bkDgcPhUH5+vitsOwO682vnNQAAACiZ1wF76dKlGjVqlG699Va3Ho/k5GSNGjVK06ZNM7VAFO/UqVNKTU3V8ePHXb3T586d8/o+ISEhbntIO4P0lbBSNyqXU1npRY4ZhiFrkEV5jgIZhqHg4GAFBwcX29N66Wdn2HM4HK6Pwsedwdl5P5vNJrvdrsjISNntdt/+sAHIMIwSp3Q4g7YzhBcO4iX10AMAAFRFXgfsX3/9VU2aNCn2XGJios6ePVvuolC6rVu3asWKFV59j9VqLTZI2+32gOlhQ2BLSWyiH3/dJ0uQRdZgy8XgGxQkh+FQ/Wp1FF8tTpGhvlvDIS8vz+sV73GRc/h7cZw93YV7uZ1D0wt/lGUYurevTQR8AADgb14H7Lp162r9+vXq1KlTkXObNm1S3bp1TSkMJUtNTS3xnMVicZsb7QzTERERBGlUGGdbc/YgBwUFKaVWsr46tkW/XkhTdkGecgsuKC83T3mOfI1sMsSn4Rq+U1r4vlThueGFPy4ddVB4yL7z2KX3ufSz8955eXlFetcJ3gAAoKJ4HbDvuusuTZw4Ubm5uerevbsMw9DBgwe1ceNGzZs3T+PGjfNFnSikc+fOOn36tPLy8hQbG+sWpKOiogjSqBCFh2w7Q3ThQO387BQeHq6/drxTC75bom2//FcOh0M1o5J0T5v+qh1Vw18/BipQ4WkAFcE5nN35UdaedAAAAE95HbBvv/12paWl6bXXXtO7774rh8Ohhx56SFarVffcc48GDBjgizpRSM2aNTVs2DBlZGSUaUstwFvOnkSLxVIkRHsTlpIiEvTAtXfrXM55FTjyZbeGKTo0yoeVoyorqX2WtOK6c5i78xrn58JfBwcHy2azuXrZS0N4BwCg6inTJsXDhw/XwIEDtW3bNp05c0ZRUVFq2bKlYmJiTC4PQEVzhobg4GBZLBZZLBa3xcfKy24Lk93m/0X0zmRkK/1ctk6fy1ZsZIhiIkMUHcEq+VVBeXrSbTabwsPDFRMTo9DQUElFQ3hxC7+VdM2l1xYe7l7StmwAAKDyKlPAli7uh9y1a1czawHgB4V7p51h2tlTfaU6kZapKYs2a++h065j19SN1aOD2qp6NVYYR+lyc3Mlyef/jRS3UJwkt5XcL11gDgAA+JdHAbtnz56aPXu2kpOT1aNHj1J7sQzD0Jo1a0wrEIC5nItGXRqoq8rc/Qu5Dr24eJtbuJak3QfTNeO9bXrsrvaKDLf5pzigEE/3Xy9p73IWegMAoOJ5FLDbt2+v8PBw19dV5Y04EOgKD/cuPOS7pP2Oq4JzmXnauT+t2HP/TT2l0xnZBGwElNJWci8peBcegk74BgDAPB69y548ebLr6ylTphQ5n5eX59VWLQB8o/Bw78KBmv82/yczu/S9sDMvsFc2rhyXW+jt0t5u5/DzwtcBAADPleld96uvvqqhQ4e6Hm/dulWdO3fW/PnzzaoLQCkK7w9ss9kUGhqqiIgIRUZGKiYmRpGRkbLb7a7VjvE/EWHWEs8ZhhRhL/k8cKVwLvTmfP0IDw9XRESEoqOjFRsbq6ioKEVERCg8PFyhoaGy2WyuhQ4ZxQYAQMm8Hif6xhtvaNasWbrzzjtdx+rWras//vGPevHFFxUWFqY77rjD1CKBqq7wvGlnj1RF7id8JYkMC1aH5kn69r/Hipzr0LyGYlhJHFWccxRMcZy93CXN+3ZeAwBAVeV1wH7//ff14IMP6p577nEdS0pK0rhx41StWjUtXLiQgA2UU+FAbbVaXcO9UX42i6H7+rWQ1RKsr//zswocUpAhdWlVU3/5fTOFl9LDDVR1pYXv4oaas9gaAKCq8fod+/Hjx9WsWbNiz6WkpGj27NnlLgqoapzDLq1WKwuRVYC46DDdf3tLDfpdsjKz8xQealF0RKjsofybA2VV2losxS2yRvgGAFyJvH43Wbt2bX3zzTfq2LFjkXMbN25UUlKSKYUBV6qSVvZ2zm9ExbCHWmUPpbcaqAiXW+m8cM+3M3iz2BoAIBB5HbAHDBig5557Tnl5eerVq5fi4uKUlpamNWvWaOHChXrkkUd8UScQsJy905duk8XiYwDg3UrnhXu+C18HAEBl4XXAHjhwoI4dO6a33nrLbdXw4OBg3XXXXRoyZIiJ5QGBxdkDXXibLOebR3qnAcBzzj9MlhS+S9vj23kNAAAVrUwTDh9++GENGzZM3333nc6cOaOoqCi1aNFCsbGxZtcHVFqFh3oXHuZNmAYA37rcYmuFg3fhIE74BgD4WplX9ImMjFTXrl3NrAWo1Ar3TjPUGwAqJ08XW7u055vF1gAAZvAoYPfs2VOzZ89WcnKyevToUWrvnGEYWrNmjWkFAv5QOEwX3n/aYrHQOw0AAepyi61dGrwJ3wAAb3kUsNu3b6/w8HDX1wQMXEkK7zld+DNDvQGg6vB0sbVLh58Xvg4AAI8Cts1mc/2PY9SoUYqPj5fNZvNpYYCvOEOz1Wp123caAIBLlXexNed1AICqwaPJo8uXL9eJEyckXRwuvmvXLp8WBZjN+QYpJCREERERiomJUWRkpEJDQwnXAIAycS62ZrPZFBoaqvDwcEVGRiomJkaxsbGKiopSRESE7Ha7QkNDZbPZZLFYZLVaGSEFAFcoj5JFXFycpk2bpi5dusjhcGjJkiX64osvir3WMAyNHDnS1CIBbxXupS68IBlvaAAAFaGklc6Dg4MVERGhqKgohYSEuK10znxvAAh8HgXsRx55RE899ZS2b98uwzC0ZMmSEq8lYMMfilvhmx4CAEBllJubq+Dg4GKn2xU31JzwDQCBw6OA3bt3b/Xu3VuSlJycrPfff18tWrTwaWHA5TgXJys8l5otswAAgczblc6dnwnfAFA5eD35dOHChWrQoIEvagFK5XzT4QzTzmANAEBV4OlK587eblY6B4CK53XAbt++vfbv369XXnlFGzdu1NmzZxUbG6u2bdtq5MiRhG+YzjAM1+JkzgVjAADARWVZ6dz5deHrAADl53XA3rdvn/r37y+LxaLu3bsrPj5eJ0+e1L///W+tW7dOS5YsIWSjXAzDkGEYrh5qq9WqCxcuyOFwMAQcAAAvlLTYmuTZNmMEbwDwjtcBe9q0aapVq5YWLVqkyMhI1/Fz587prrvu0owZMzRr1ixTi8SV79L51MUtUMb/5AEAME9p4dsZup2Bu/Cwc8I3AJTM64C9efNmPfvss27hWpIiIyM1bNgwPfHEE6YVhyub83/szKcGAKByKW2xteKGmrPSOQBc5HXAtlgsxW4rIUk2m005OTnlLgpXJmcvdeFAzZBvAAACi6fhm23GAFRFXgfslJQUvfPOO+revbvbEF6Hw6G3335bzZs3N7VABC5n+yi86ndJQ9EAAEDg83absUvDt0QABxDYvE47o0eP1oABA9S3b1/ddNNNSkhI0MmTJ/Xpp5/q4MGDeuutt3xRJwJA4UAdHBzsCtWXzqUGAABVT0krnUvuc74LP3Y4HK5tyAqflwjiACqnMvVgv/HGG3rxxRc1e/ZsORwOGYah5s2b6x//+IfatWvnizpRCTmDs3MeNYEaAACURWk934UV3vO7cPBm328AlYXXAXv58uXq0KGDlixZoqysLJ09e1ZRUVEKCwvzRX2oZArPo7bZbLJYLMyjBgAAFaK0Pb8lth4D4H9eB+zJkyfr2WefVVJSksLCwgjWVQCrfQMAgEDg7dZjDD0HYDavA3ZcXJzOnj3ri1pQCRQe9l14xe+S/lIMAAAQCDxZ/fzS+d6XDkN3IoQDKInXAftPf/qTnnrqKW3cuFGNGjVSfHx8kWtuvvlmM2qDjzmHezuHWhX+YB61b5zLzNH5rFxJUqTdpvAwRgMAAOBvnswBLy14F9cTLhHEgarI64A9ZcoUSdJHH31U7HnDMAjYlVDhnung4GBXrzQ90xUjP79Ah09k6PUPv9d/U09Jkn5zTYLu/WOKalWP4A8aAABUcp6E8EtXPS+uR5xtyYArm9cBe+3atb6oAyZyhjXnEG9nqLZYLAQ5Pzmelqm/zfxCF3L+t7rpd7tP6m+vfKmXHuympLhwP1YHAADMYBiGa4RgaUoL4YWPEcSBwON1wK5Zs6Yv6kAZOQPzpUO8Wd278sjNy9cnX/3kFq6dzmfl6vMth3VHr8YKDub3BQBAVXC51dCl0nvDHQ6HwsLCinSeEMIB//M4YL///vuaP3++jh49qtq1a2vQoEG64447fFkbLsNms7FVVgA4n5Wn7XtOlnh+264T+sN1DRRh53cIAAAuKq033DAMhYSEuLbKLW1IOou0ARXLo4C9dOlSTZw4UXXr1lX37t21f/9+Pfnkkzp+/LhGjRrl6xpRApvN5u8S4AGrJUhR4SX/rqIjQ2SxMHQfAAB4Li8vT5JnveGS94u0EcKBsvEoYL/zzju66aabNH36dNcwlOeee06LFi3SAw88wLxeoBThYVbd1qORnnpzY7Hnb+nWQKE2r2drAAAAeMzTRdroDQfKx6Mxqfv379ftt9/uFqQHDx6sc+fO6ciRIz4rDrhSNK4Tq96d6hU5fnvPRqqTFFnxBQEAAFzC2RtutVpls9kUGhoqu92uiIgIRUZGKjo6WrGxsYqJiVFUVJQiIiIUEREhu92u0NBQhYSEuHaqcQ5xpyMOVY1H3WYXLlxQeLj7KseJiYmSpIyMDPOrAq4w0REhGnRTE/XufLW27z4pI8jQbxonqFpUiMLDGOoPAAACB73hQMk8CtgOh6PIX5+c8zwKz9UAULJIu02RdpvqJkX5uxQAAACf8tXccIkgjsqNiZ8AAAAA/KI8veGF9wvPz8+nNxyVgscBe/369frpp59cjwsKCmQYhtatW6e9e/e6XXvzzTebViAAAACAqsvT3nCGpaMy8Dhgz549u9jjr7zyittjwzAI2AAAAAAqFFuWoTLwKGCvXbvW13UAAAAAgM+xSBt8yaOAXbNmTV/XAQAAAACVAou0oayuiEXONm3apMGDBxc5/tZbb6lTp05+qAgAAADAlY7ecFzqigjYu3fvVp06dbR48WK349HR0X6qCAAAAADK1ht+6WN6wwPHFRGw9+zZo0aNGikhIcHfpQAAAACA1zztDb/ctmUs0uZfV0TA3r17tzp06ODvMgAAAADAZwzDkGEY5R6WnpeXJ5vNpqCgIBmG4foelF/AB2yHw6G9e/cqISFB/fr10/Hjx9W4cWM9+OCDatGiRbnum5mZaWKlKI+srCy3z4C3aEMwA+0I5UUbghloRygrZzC3Wq0KDw9XSEiIrFarq2c8Pz9fUtHh6ZJ8NkfcMAxZLBbXc1dGDofD9YeIyzEcXv7rXLhwQTNnztS3336rc+fOFZkHYBiG1qxZ480tS3XkyBH17NmzxPPvvfee+vfvr65du2rkyJEyDEMLFy7U6tWrtWzZMjVs2NDr59yxY4dycnLKUzYAAAAABBRnD7kzTBYXKp294IWHq+fn57sdK/xxOUFBQYqMjKzUAVuSbDabUlJSLnud1wF74sSJev/999W6dWvVrl272OEJkydP9uaWpcrNzdWhQ4dKPF+vXj1lZmbKbre7Fg4oKChQ37591a5dO02aNMnr59yxY4ccDkeZwjl8IysrSwcOHFC9evUUFhbm73IQgGhDMAPtCOVFG4IZaEcoL7PbkGEYbkPQncH70uHpxfWGS1JERISsVmu56/CVffv2yTAMjwK210PEP/vsMz3wwAMaOXJkmYrzltVqVYMGDUq9JjIy0u1xUFCQGjZsqOPHj5f5eQ3DkN1uL/P3wzfCwsL4vaBcaEMwA+0I5UUbghloRyivim5DJS3SZrFYKnXA9nR4uCSVPju+GLm5uWrbtq233+Yz69atU6tWrfTLL7+4juXl5WnXrl30QAMAAABAJeFcoM1ischmsykkJERhYWGVOlx7y+uAfd1112ndunU+KKVs2rZtq7i4OD366KP64YcftHv3bo0dO1anT5/WkCFD/F0eAAAAAKCK8GiI+PLly11fN2vWTDNnztSJEyfUpk2bYocU3HzzzWbVd1kRERGaP3++pk6dqr/85S/Kzs5WmzZt9Pbbbys+Pr7C6gAAAAAAVG0eBexx48YVObZy5UqtXLmyyHHDMCo0YEtS7dq1NXPmzAp9TgAAAAAACvMoYK9du9bXdQAAAAAAENA8moNds2ZN18fmzZtlt9vdjjk/bDabVq1a5euaAQAAAACodLxe5Gz8+PE6fPhwsed+/PFHhmoDAAAAAKokj4aIDx8+XPv27ZN0ce+ykSNHymazFbnu1KlTqlOnjrkVAgAAAAAQADwO2EuWLJEkffjhh2ratKmqVavmdk1QUJCioqLUr18/86sEAAAAAKCS8yhgt27dWq1bt3Y9HjFihGrXru2zogAAAAAACDRez8GePHlyieE6MzNTX3zxRbmLAgAAAAAg0HjUg13Y0aNH9fjjj2vz5s3Kzc0t9poff/yx3IUBAAAAABBIvA7Yzz33nL777jv96U9/0rZt2xQWFqZWrVrp66+/1p49e/TKK6/4ok4AAAAAACo1r4eIb968WWPGjNHf//533XrrrbLZbPrb3/6mpUuXql27dlq7dq0v6gQAAAAAoFLzOmCfP39eTZo0kSQ1aNDANRw8ODhYAwcO1LfffmtuhQAAAAAABACvA3b16tV18uRJSVLdunV15swZnThxQpIUHR2tU6dOmVshAAAAAAABwOuA3a1bN7388svatm2batSooaSkJM2bN08ZGRlaunSpEhMTfVEnAAAAAACVmtcBe9SoUYqKitLMmTMlSQ8++KAWLlyodu3a6ZNPPtHdd99tepEAAAAAAFR2Xq8iHhsbqyVLlriGhf/hD3/QVVddpe3bt6tFixZq37696UUCAAAAAFDZeR2wnapXr+76um3btmrbtq0pBQEAAAAAEIg8Ctjjx4/3+IaGYei5554rc0EAAAAAAAQijwL2hx9+KMMwlJiYqKCg0qdtG4ZhSmEAAAAAAAQSjwL2TTfdpHXr1ik7O1s33XST+vTpozZt2vi6NgAAAAAAAoZHAXvGjBm6cOGCPv/8c61atUp333234uLi1KdPH/Xp00dNmjTxdZ0AAAAAAFRqHi9yFhoaqt69e6t3797KyMjQ6tWrtWrVKs2fP1+1atVS37591bt3b9WvX9+X9QIAAAAAUCmVaRXxiIgI3XLLLbrlllt0+vRprV69Wp9++qlee+01NW7cWMuWLTO7TgAAAAAAKrXSVyzzQGZmpjIyMpSZman8/Hz9/PPPZtQFAAAAAEBAKVMP9rFjx/Svf/1Ln376qb7//ntFRESoZ8+e+utf/6rOnTubXSMAAAAAAJWexwH7+PHj+vTTT/Wvf/1L27dvl91uV/fu3TVs2DBdd911stlsvqwTAAAAAIBKzaOAPWDAAP3nP/9RSEiIunXrppkzZ6pbt24KCQnxdX0AAAAAAAQEjwL2d999p+DgYDVs2FBpaWl6++239fbbbxd7rWEYWrBggalFAgAAAABQ2XkUsNu1a+f62uFwlHrt5c4DAAAAAHAl8ihgL1q0yNd1AAAAAAAQ0Mq9TRcAAAAAACBgAwAAAABgCgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJgi4gD1hwgSNGzeuyPENGzaoX79+atGihX77299q+fLlFV8cAAAAAKDKCpiAnZ+fr+eff14ffPBBkXOpqakaPny4unXrpuXLl+uOO+7QY489pg0bNvihUgAAAABAVWTxdwGeSE1N1fjx43X48GFdddVVRc4vWLBAycnJGj16tCSpfv362rlzp9544w117NixossFAAAAAFRBAdGDvWnTJjVp0kQrVqxQrVq1ipzfsmWLOnTo4HasQ4cO2rp1qxwOR0WVCQAAAACowgKiB3vAgAGlnj927JiSkpLcjlWvXl1ZWVlKT09XtWrVfFkeAAAAAAD+D9hHjhxRz549Szz/1VdfKSEhodR7XLhwQTabze2Y83FOTk6Z6nI4HMrMzCzT98J8WVlZbp8Bb9GGYAbaEcqLNgQz0I5QXrQh7zgcDhmG4dG1fg/YiYmJWrVqVYnnPel9DgkJKRKknY/DwsLKVFdubq5+/PHHMn0vfOfAgQP+LgEBjjYEM9COUF60IZiBdoTyog157tIO3ZL4PWBbrVY1aNCgXPeoUaOGTpw44XbsxIkTstvtioyMLHNdDRs2LFddME9WVpYOHDigevXqlfmPJqjaaEMwA+0I5UUbghloRygv2pB39u3b5/G1fg/YZmjbtq02bdrkdmzDhg1q3bq1goLKto6bYRiy2+1mlAcThYWF8XtBudCGYAbaEcqLNgQz0I5QXrQhz3g6PFwKkFXEL2fw4MH6/vvvNW3aNKWmpmrevHn67LPPdM899/i7NAAAAABAFXFFBOxGjRppzpw5Wr9+vW6++WYtWbJEU6dOZQ9sAAAAAECFCbgh4osWLSr2eNeuXdW1a9cKrgYAAAAAgIuuiB5sAAAAAAD8jYANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACSz+LgAAqpqsC7k6nZGjnLx82UMsqhYVquBg/t4JAAAQ6AjYAFCBTqZnat4nP+ibHb+ooMCh8DCrBvz2Gl3fupaiI0L8XR4AAADKgYANABXk9LkLmjx/k/YeOeM6dj4rV2989F8FBRnq3bEePdkAAAABjHdyAFBBTqRnuYXrwt79bJfSzmZXcEUAAAAwEwEbACrIwWNnSzx3LjNXWTl5FVgNAAAAzEbABoAKEh8TVuI5S7ChEAsvyQAAAIGMd3MAUEFqJUQoKtxW7LlurWspJpJFzgAAAAIZARsAKkh8TJieGtaxSMhuVj9Og25qohAb604CAAAEMt7NAUAFMQxD9WtG66WHuumXX88r7ewF1UmMUlx0KFt0AQAAXAEI2ABQgQzDUEKMXQkxdn+XAgAAAJMxRBwAAAAAABMQsAEAAAAAMEHADRGfMGGC8vPzNWXKFLfjgwcP1qZNm9yOtW7dWu+++25FlgcAAAAAqKICJmDn5+dr2rRp+uCDD3TLLbcUOb9nzx49+eST6tWrl+uY1WqtyBIBAAAAAFVYQATs1NRUjR8/XocPH9ZVV11V5Pzx48d1+vRptWrVSgkJCX6oEAAAAABQ1QXEHOxNmzapSZMmWrFihWrVqlXk/O7duxUUFKT69ev7oToAAAAAAAKkB3vAgAGlnt+zZ4+ioqI0ceJEbdiwQeHh4brxxhs1YsQI2Wy2CqoSAAAAAFCV+T1gHzlyRD179izx/FdffXXZYd979+5Vdna22rZtq6FDh2rnzp16/vnndfToUb3wwgtlqsvhcCgzM7NM3wvzZWVluX0GvEUbghloRygv2hDMQDtCedGGvONwOGQYhkfXGg6Hw+HjekqVm5urQ4cOlXi+Xr16Cg4Odj0ePHiwatas6baKeH5+vjIzMxUZGek6tnLlSj300EP6+uuvFR8f71VNO3bsUE5OjlffAwAAAAC4MtlsNqWkpFz2Or/3YFutVjVo0KBc9wgODnYL15LUuHFjSdKxY8e8DtjOuho2bFiuumCerKwsHThwQPXq1VNYWJi/y0EAog3BDLQjlBdtCGagHaG8aEPe2bdvn8fX+j1gm2HAgAFq2LChnn76adexHTt2yGq1ql69emW6p2EYstvtJlUIs4SFhfF7QbnQhmAG2hHKizYEM9COUF60Ic94OjxcukICdt++ffXcc8+pefPm6tSpk3bs2KEXXnhBQ4cOVUREhL/LAwAAAABUAVdEwB44cKCCgoK0YMECPfPMM0pISNCQIUM0bNgwf5cGAAAAAKgiAi5gL1q0qNjjAwYMuOx2XgAAAAAA+EqQvwsAAAAAAOBKQMAGAAAAAMAEft8HuzLatm2bHA6HbDabv0vB/+dwOJSbmyur1erVKn6AE20IZqAdobxoQzAD7QjlRRvyTk5OjgzDUOvWrS97bcDNwa4INLLKxzAM/uCBcqENwQy0I5QXbQhmoB2hvGhD3jEMw+OMSA82AAAAAAAmYA42AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgI6Bs2rRJ11xzTZGPb775xt+loRIrKCjQzJkzdd1116lly5b6y1/+ooMHD/q7LASQn3/+udjXniVLlvi7NASAOXPmaPDgwW7HfvzxRw0aNEitWrXS9ddfrzfffNNP1SFQFNeOxo8fX+R1qWvXrn6qEJXR6dOnNXHiRHXt2lWtW7fWgAEDtGXLFtd5XovMZ/F3AYA3du/erTp16mjx4sVux6Ojo/1UEQLBnDlz9N5772ny5MlKTEzU1KlTde+992rFihWy2Wz+Lg8BYPfu3QoJCdGaNWtkGIbreGRkpB+rQiCYP3++Zs6cqXbt2rmOpaen6+6771avXr00adIkbd++XZMmTVJMTIxuvfVWP1aLyqq4diRdfG267777NGjQINex4ODgii4PldhDDz2kU6dOafr06apWrZoWL16soUOHatmyZapWrRqvRT5AwEZA2bNnjxo1aqSEhAR/l4IAkZOTo3nz5ulvf/ubunXrJkmaMWOGrrvuOq1evVp9+vTxc4UIBHv27NHVV1+t6tWr+7sUBIjjx49rwoQJ2rp1q66++mq3c++//75sNpuefPJJWSwWNWjQQAcPHtQ//vEP3tTCTWntKD8/X/v27dOIESN4X4RiHTx4UF9//bXeffddtW7dWpI0YcIEffHFF1qxYoVCQ0N5LfIBhogjoOzevVsNGzb0dxkIILt27dL58+fVoUMH17GoqCg1bdpUmzdv9mNlCCS89sBbP/zwg6Kjo/Xxxx+rZcuWbue2bNmidu3ayWL5Xz9Hhw4dtH//fp06daqiS0UlVlo7OnDggLKzs9WgQQM/VYfKLjY2VnPnzlXz5s1dxwzDkMPh0JkzZ3gt8hECNgKGw+HQ3r17lZqaqn79+qlz5866++679f333/u7NFRix44dkyTVqFHD7Xj16tX1yy+/+KMkBKA9e/bo1KlT+vOf/6xOnTppwIAB+vLLL/1dFiqxHj166MUXX1Tt2rWLnDt27JiSkpLcjjlHRxw9erRC6kNgKK0d7dmzR4ZhaMGCBerRo4d69eqlp59+WufOnfNDpaiMoqKi1K1bN7fpcJ9++qkOHTqkLl268FrkIwRsVBpHjhwpdhEh58f27duVmZmpnJwcTZw4UXPmzFG1atU0aNAg7du3z9/lo5LKysqSpCJzrUNCQpSdne2PkhBgcnJydODAAWVkZGjMmDGaO3euUlJSdO+992rDhg3+Lg8B6MKFC8W+JknidQke27t3r4KCglSzZk299tprGjt2rNavX68RI0aooKDA3+WhEtq6dasee+wx9ezZUz169OC1yEeYg41KIzExUatWrSrxfL169bRlyxbZ7XbXAh5Tp05V3759tWjRIk2aNKmiSkUACQ0NlXQxJDm/li7+jyMsLMxfZSGA2Gw2bd68WRaLxfVGpHnz5kpNTdWbb76pjh07+rlCBJrQ0FDl5OS4HXO+mbXb7f4oCQHogQce0JAhQxQVFSVJaty4sRISEnTHHXdox44dRYaUo2pbs2aNHnnkEbVs2VLTp0+XxGuRrxCwUWlYrdbLziO6dMXeoKAgNWzYUMePH/dlaQhgzqHhJ06cUJ06dVzHT5w4oeTkZH+VhQBT3BuNxo0b66uvvvJDNQh0SUlJOnHihNsx5+PExER/lIQAZBiGK1w7NW7cWNLFaQgEbDi9/fbbevbZZ3XDDTdo2rRprj8W81rkGwwRR8BYt26dWrVq5TZvNi8vT7t27WLxIZQoOTlZERER2rhxo+vY2bNntXPnTrVt29aPlSFQ7Nq1S7/5zW/c9g2VpP/+97+89qBM2rVrp61btyo/P991bMOGDbr66qsVFxfnx8oQSB5++GENHTrU7diOHTskidcmuCxevFhPP/20Bg4cqJdeesltSDivRb5BwEbAaNu2reLi4vToo4/qhx9+0O7duzV27FidPn1aQ4YM8Xd5qKRsNpsGDRqkadOmae3atdq1a5cefPBBJSUl6YYbbvB3eQgAjRs3VqNGjTRp0iRt2bJFqampmjx5srZv36777rvP3+UhAN16663KyMjQhAkTtG/fPi1btkwLFizQ8OHD/V0aAkjfvn319ddf69VXX9WhQ4e0fv16PfbYY+rbty8ri0OStH//fj333HO64YYbNHz4cJ06dUonT57UyZMnde7cOV6LfMRwOBwOfxcBeOrw4cOaOnWqNm7cqOzsbLVp00Zjx451DYkCipOfn6/p06dr2bJlunDhgtq1a6eJEyeqVq1a/i4NASItLU3Tpk3TF198obNnz6pp06Z65JFHGAUBj4wbN04///yzFi1a5Dr2/fff69lnn9XOnTuVkJCgv/zlLxo0aJAfq0RlV1w7+uyzz/Taa6/pp59+UmRkpH7/+99rzJgxroWqULW99tprmjFjRrHnbrnlFk2ZMoXXIh8gYAMAAAAAYAKGiAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAA8JjD4fB3CQAAVFoWfxcAAIDZxo0bpw8//LDUa2rWrKnPP/+8QuoZPHiwJGnRokUV8nyS1KNHD/38889ux4KCghQREaHk5GTdd9996ty5s1f33Lp1q15//XXNnTtXknTkyBH17NlTkydPVr9+/cpd89mzZ7Vw4UJ99tlnOnLkiEJDQ9WoUSPddddd6tmzp+u6ZcuWafz48Vq7dq1q1apV7ucFAMAsBGwAwBVnxIgR6t+/v+vxnDlztHPnTs2aNct1zGaz+aO0CtWtWzeNGDHC9TgvL0+HDh3S3LlzNXz4cC1dulTXXHONx/dbsmSJ9u3b53pcvXp1/fOf/1SdOnXKXWtqaqruvfdeFRQU6M4771RycrIyMzO1cuVKjRgxQiNHjtSoUaPK/TwAAPgSARsAcMWpU6eOW+irVq2abDabWrVq5b+i/KBatWpFfua2bduqVatWuummm/TRRx/p0UcfLfP9zfo3zc3N1ZgxY2S1WrV48WLFxcW5zvXq1UsxMTGaPXu2evbsqWbNmpX7+QAA8BXmYAMAqqw9e/Zo+PDhat26tVq3bq2RI0fq8OHDbtfs2rVL999/vzp06KBmzZrpuuuu0zPPPKMLFy64rsnNzdXs2bPVq1cvtWjRQn369NHSpUvd7uNwOPSPf/xD119/vVq0aKE77rhDO3bs8KqejRs36pprrtF7772n7t27q1OnTvrqq6+8/rkjIyOLHEtLS9OkSZPUvXt3NW/eXO3bt9fIkSN15MgRSf8bdv/zzz/rmmuu0bJly3TkyBHX104HDhzQqFGj1LlzZ7Vq1UqDBw/W1q1bS61n/fr12rNnj0aPHu0Wrp3uv/9+DRw4UPn5+W7H//Of/6h///5KSUnR9ddfrzfffNPt/JEjR/Too4+qS5cuatasmTp27KhHH31U6enprmt69OihmTNn6vnnn1enTp3UokULDR06VPv373e714cffqjevXsrJSVFf/jDH7RhwwY1bdrU7Wc/evSoHnroIbVv314tW7bUXXfdpZ07d5b6swMAriz0YAMAqqT9+/erf//+ql+/vqZMmaL8/Hy9+uqrGjBggD766CPFxcXpxIkTGjhwoFq1aqUpU6bIZrNp3bp1WrBggeLj43XfffdJksaOHau1a9fqr3/9q1q2bKkvv/xSjz32mIKDg3XzzTdLujh/OScnR48//rhycnL0/PPP67777tP69etlsVg8qsdpxowZmjRpkrKzs0vtQXY4HMrLy3M9zsvL08GDB/XCCy/IYrGob9++ruuGDx+uM2fO6OGHH1ZCQoJ+/PFHvfzyy5o4caLmzZunESNGKC0tzTXUvk6dOsrMzHR7vn379ulPf/qT6tatq7///e+yWq1auHCh7rrrLs2bN0/t27cvts4vvvhCwcHB6tatW7Hn4+LiNHHixCLHn3zySY0ePVqjRo3Se++9pxdeeEH169dX9+7dlZWVpTvvvFOxsbF64oknFBkZqa1bt2r27NkKCQnR008/7brPwoUL1aZNG02ePFlnzpzRs88+q3Hjxumf//ynJGn58uUaN26cbr/9do0fP17ff/+9RowY4Rb409LS1L9/f4WFhenxxx9XWFiYFixYoIEDB+qDDz5QgwYNSvw9AQCuHARsAECVNGvWLIWGhmr+/PmKiIiQJHXs2FG9evXSG2+8obFjx2rPnj1q0qSJXn75Zdc1nTp10oYNG7R582bdd9992rt3r1auXKkJEybozjvvdN3n6NGj2rhxoytg22w2zZ07VzExMZKkjIwM/f3vf9e+ffuUnJzsUT1O/fv31+9+97vL/ozLly/X8uXL3Y5ZLBY1b95c8+bNU9OmTSVJJ06cUFhYmMaOHau2bdtKkq699lodOXJE7733nqSLw+4vHWp/acCeNWuWK1Q7e8mvv/569e3bV1OnTtWSJUuKrfP48eOKjY1VeHj4ZX+mwh566CENGDBAktSqVSt9/vnn+vbbb9W9e3cdOHBASUlJmjJlimu6QIcOHbRjxw5t2rTJ7T5RUVGaM2eOgoODJUmHDh3SK6+8ovT0dMXGxurll19W9+7d9cwzz0iSrrvuOlmtVr344ouueyxYsECnT5/Wu+++q5o1a0qSunbtqt69e+vll1/WzJkzvfrZAACBiYANAKiSvv32W1177bUKDQ119fJGRESobdu2+uabbyRJXbp0UZcuXZSbm6v9+/frwIED2r17t9LS0lxBecuWLZKkG264we3+L730ktvjhg0bur5Hkmv163Pnznlcj5OnC5N1795dI0eOlMPh0IEDBzR9+nQlJibqlVdeUfXq1V3XJSYmauHChZIuDnM+ePCgUlNTtW3bNuXm5nr0XJK0adMmde/e3W0IusViUZ8+fTR79mydP3++2BBtGEaR4d+ecP4xQJLsdrvi4+N19uxZSVKTJk20ePFiFRQU6PDhwzpw4ID27t2rn376ya1XX5JSUlJc4VqSkpKSJElZWVk6e/asjh49qtGjR7t9T58+fdwC9oYNG9SkSRMlJia67h8UFKSuXbvq448/9vpnAwAEJgI2AKBKOn36tFatWqVVq1YVOVetWjVJUkFBgaZPn6533nlHmZmZqlGjhlq0aKGQkBC3+0gqdu5wYXa73e1xUFCQ6zk8rcfpcs/lFBMTo5SUFElSixYt1KxZM916662699579f7777v9HB9//LGmT5+uX375RTExMUpOTlZoaKhHz+N05swZxcfHFzkeHx8vh8OhjIyMYgN2rVq1tH79+hIDuCT98ssvqlGjhtuxsLAwt8dBQUFu+3S/9dZbev3115Wenq74+Hg1a9ZMYWFhrj9qlHYf6eLvJi0tTVLRf/OEhAS3x6dPn9bBgwdLXIQtKyuryPMAAK48BGwAQJUUGRmpTp066e677y5yzmK5+L/HuXPnav78+XryySd14403unpmb7vtNte1UVFRki7OwXX2fErSTz/9pLS0NLde1vLWU14NGjTQ6NGjNWXKFM2ePVsPPfSQpIu98GPHjtWgQYM0dOhQ18/xwgsvXHaBssKio6P166+/Fjl+8uRJSVJsbGyx39elSxctWrRIX375ZbFD30+fPq0bbrhB/fr101NPPeVRLZ988ommTJmihx9+WLfddpvrjxSjR48usrhcaZz/FqdOnXI7funjyMhItW/fvsRV2avCtnAAAFYRBwBUUe3bt9e+ffvUpEkTpaSkKCUlRc2bN9f8+fO1evVqSRcXJmvYsKFuu+02V7g+fvy49uzZ4+p5btOmjSRpzZo1bvefMWOG20JaZtRjhsGDB6tx48aaN2+ea6Xs7777TgUFBRo1apQrUObn57uGpjt/VmfPbknatWunf//73249xPn5+Vq5cqVSUlJKDJldunRR48aNNWPGDFePcWHTp09Xbm6uaz67J7Zu3arIyEgNGzbMFa7Pnz+vrVu3un4eTyQlJalOnTpFfgefffaZ2+P27dtr//79uvrqq12/v5SUFH388cdasmSJ2xB0AMCVi4ANAKiSRowYoUOHDmn48OFas2aNvvzySz3wwANauXKlkpOTJV0cVr17927NnTtXmzZt0pIlSzRw4EDl5OQoKytLkpScnKzf/e53mjZtmt544w1t2LBBU6dO1erVq/XXv/7V1HrMYLFY9Nhjjyk3N9e1aFeLFi0kSU899ZS+/fZb/d///Z/uvvtu7dq1S9L/FjOLiorSr7/+qvXr1+vEiRNF7n3//fcrJydHd955pz799FOtXbtW99xzjw4fPuzqLS+pphdeeEFnz57Vrbfeqvnz52vDhg1atWqVhg0bpn/+858aM2aMWrdu7fHP2aJFC507d05TpkzRxo0b9cknn2jgwIH69ddfXb87TxiGoVGjRmnNmjV64okn9NVXX+mNN97Qyy+/LOl/f3QYMmSICgoKNGTIEK1atUobNmzQ448/roULF6p+/foePx8AILAxRBwAUCUlJyfrnXfe0YwZM/Too4/K4XCocePGmj17tnr27ClJGj58uNLT07Vw4ULNnj1bNWrU0B//+EcZhqHXX39dZ86cUXR0tKZOnapZs2Zp0aJFSk9P19VXX62XXnrJo5W+vanHLB07dtSNN96ozz77TGvWrFGvXr00ceJEvfXWW/rXv/6l+Ph4XXvttZo1a5ZGjhyprVu3qlu3burXr5/Wr1+vkSNHatSoUerdu7fbfRs1aqTFixdr+vTpeuyxx2QYhlq0aKGFCxdedqh8kyZN9MEHH+itt97Su+++q+PHj8tut6tx48aaO3duiVt4leSWW27RkSNHtHTpUi1evFiJiYnq1q2b/vznP+vxxx/Xvn371LBhQ4/u9fvf/16ZmZl68803tXTpUjVq1EgTJkzQhAkTXHPrExMT9d577+nFF1/Uk08+qezsbNWrV0/PPvus25QCAMCVzXAUXg0EAAAAblasWKGmTZu69USvW7dOw4cP10cffWTqCAMAQGAjYAMAAJRi2LBhSk1N1ZgxY1SjRg0dOHBAM2fOVN26dbVo0SJ/lwcAqEQI2AAAAKVIT0/Xiy++qC+++EJpaWmKj4/XjTfeqFGjRpW4rRgAoGoiYAMAAAAAYAJWEQcAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABP8PbYGstAbSDhgAAAAASUVORK5CYII=", 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", 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", 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uHZ4+fYobN25g6NChaN26NQAgJCQES5YsMWuhelFyuRx+fn5ITEy0Wr548WJUr14dS5YsgUQiAQCULFkSY8aMsbq/v7+/+DdUu3ZtlC9fHlqtFpmZmZgyZQo6d+4MAAgPD0dmZiY+//xzJCYmWv0wKTt7/162bduG69ev45tvvhHfQ1q2bAm9Xo9ly5ahd+/e8PPzAwD4+Phg2bJl4mvz9u3bWLx4MZKTk8X6y+s1sn79eqSkpODbb79FuXLlAACtWrVC586dsXDhQixatAhHjx7F2bNnsWzZMrRr1w4A0KRJE9y6dQsnTpzAqFGj4OXlBQA5dvN+/fXXsXr1aqhUKri7uwN41pL76quvwtXV1WxfLy8vcex29erVxZ87dOiAXbt2YdSoUZBIJHj8+DF+//13swTWGqlUitWrV4vXV61aNXTr1g3bt29Hr1690KNHD0ydOhV37txBhQoVAAA7duxAp06d4OHhkVeVmalZsyZmz54t/n7x4kX8+OOPAJ69/5padmfOnCnuo9FosH37dmi1WsTGxub5nmvSo0cPcViBh4cHevXqhZCQEPG9rF69ejhw4ADOnj2LkJAQ7Ny5E1evXsXmzZtRv359AM/qOjo6GvPmzcPWrVutXtPt27cBPHuvycpoNMJoNJptk8lk4mtOr9djwoQJaNasGQDgn3/+wffff4/Ro0eLH2g1b94cpUuXxvjx43H06FHxfcNW7du3x+TJkwE8e508fvxYTNylUranERUkvuKIyCHc3NwQGRlp1k18z5496Ny5s3iTYRIYGIgNGzagUaNGuH//Po4fP474+HicPXsWOp0uz3OZknKTChUqIC0tLc/HTZ48GXXr1kXdunURHByM9u3bY+vWrRg6dKhF9+iaNWuKPyuVSly6dAmdO3cWb/SAZzf1bdu2tXl24PPnz0On01l0p544cSLWrFljsf+5c+egUqkQGRkJvV4vfplauY4dOybumzUxAiB2s1WpVACetVyFhoaKyTXwbDKlQ4cOITIyEt7e3njllVewa9cusXzHjh149dVXc7yxNt20Zb+xzEv2D1yy119sbKzYsn7u3Dls27ZNjCv730fWJMZ0zaYPYk6cOIGwsDAxuQaAcuXKiQm6aR9BEKw+xxqNxuoHH8CzJLFhw4bYs2ePuG3Pnj3o2LEj3NzcEBAQgOrVq2PKlCmYOHEi9u7dC0EQMGnSJLO/LUfJ/hoDAK1Wi3PnzqFjx45m5R07drQYspEbFxcXrF69Gp07d8bjx4/xxx9/YNOmTTh06BAAyzrJib1/L6dOnUK5cuUs/l5ef/11aDQaXLhwQdwWHBxs9trM/vcP5P0aOX78OGrXro3AwEDx70AqlaJVq1b4/fffAQCnT5+GQqEwa4WXSCT49ttvMWrUKJuu64033oBSqRSfv4sXL+L27dt44403bHo88KyXzL1798SZxW1tZQ4NDRWTawCoVasWypcvL17fa6+9Bnd3d7EV++LFi7hx48ZzTbCW/QOGMmXKiM91QkICnjx5Ik7OZ9KvXz/s3LkTer3ervfcrK/pgIAAABATZwBmH7IAz+q6VKlSqFu3rljXBoMBbdu2xZ9//in2asgup5bl8ePHi/9bTF/Zu9Rnfd2fOnUKACxawl977TXIZDK7VgEwyf7388orr+Dp06cWQwmIKP+xBZuIHKZTp07iOGpPT08cP34co0ePtrrvrl27MH/+fDx48AB+fn6oVasW3NzcbDqPqdXHRCqV2tSlbsSIEWJXc6lUCm9vb5QrV87sBs7EdJMGPLspEwTBbFvW/Uw3bXlJSUkB8OxG3579TS2r2T1+/Fj8OftzYkqoTMlMSkpKni2Hb731Fnbt2oXTp0/DxcUF//zzj1nX7exMN+q5LeeUlJQET09Ps5a57Al79vq7dOkSZsyYgUuXLsHNzQ3Vq1cXz5W9nrNetymBM+2TlJRk0UUXAEqVKiW2+Jqe49dee81q/I8ePcrx2rp164bp06cjOTkZDx8+xI0bN8TuvBKJBGvWrMHy5cvxyy+/YPv27VAoFGjfvj2mT58utry+KLVajdTUVLNxyyYpKSkwGAwoWbKk2Xa5XG61VT43v/76K2bNmoWbN2/C09MTQUFB8PT0BGD7+symOrx//77FuHyTxMRElChRAnK5HKmpqTm+5gCYfShj7T0BME/mbXmN3Lp1y+rfDPAsEU9JSYGfn98LtQhWqFABDRo0ED+A/OGHH1CuXDmLDw5z06RJE5QvXx47duxA48aNxVbm7NeYnbXns2TJkuJz6eXlhVdffRW7du3CiBEjsH37dlSqVMmu2Exye582ve6y/22a2Puea+o1kNv5s0pJSUFiYmKOdZ2YmGh15YOs73lZ/4ZHjRqFvn37io81tUpnj9vElMBn/cAT+N9r09b/KVll70Viem5t+fCZiByLCTYROUyrVq3g7e2Nn376Cd7e3ihfvjzq1atnsd/p06cxYcIEvPfee2aTGs2ZMyfHFkNHKFeuHIKDg+1+nLe3NyQSicUEPcCzmylbkyUfHx8AzxK/qlWritsfPHiAW7duWbTUmfafN2+eRZdEwPrNck68vb2RlJRksf348eMoX748KlSogPDwcFSsWBE//vgjFApFnjfWtWvXRkBAAI4ePYqoqCir+0yfPh0nTpzA0aNHbfoAJSMjA4MGDUJQUBB2796NatWqQSqV4siRI3bPylumTBmzydNMsm4zPcfr168XE8as/vOf/+R4/FdffRWffvopfvnlF9y6dQtly5Y1W5onMDAQ06dPx7Rp03D16lX8+OOPWLVqFXx9fXP94MIeJ0+ehMFgQOPGjS3KSpYsCYVCYfEcGI1GJCcn23yO27dvY/jw4WjXrh1WrlwptgJv3LgRv/76q83HadKkCRQKBY4cOZJj99chQ4ZApVJh37598PX1tTpe3fThiL0fEuTF29sb4eHh4vCN7FxcXODt7Y2UlBQYjUazJPvKlSvQ6/U2v7+88cYbmDlzJtLT07Fv3z706NHDai+EnEgkEnHt8KioKPzzzz/45JNP8nyctWQrMTHRrAW4R48e2L59Oy5evIiffvopX9bOzvpemFVKSgouX76MkJAQh7zn5sTb2xuVK1fGvHnzrJbn9GFku3bt8MUXX+DHH380S7ArVKggdqnPa5I5AGLynpiYaHYunU5nNqxBIpHAYDCYPTanCT1NH1qYmF73OX2IQUT5h13EichhXFxc0K5dO/z888/Yt29fjq2C586dg9FoxMiRI8Xk2mAwiN0UTS1KzjJuzMPDA/Xq1cPevXvNbnbS09Nx+PBhi8Q4JyEhIVAoFDhw4IDZ9vXr14tjKbOqX78+FAoFHj16hODgYPFLoVAgNjbWphs5k0aNGuH8+fNmyVZSUhIGDx4sxiORSNC9e3fs378f+/fvF8cW50QqlaJfv344fPiwxTUBwB9//IGDBw+K3aZtcfPmTaSkpKBPnz6oUaOG+DdgGqNtT3f0xo0b49y5c2bjkxMTE3H+/HmzfQAgOTnZ7DlOSUnBl19+aXHTmpW3tzfatm2LAwcO4Mcff0TXrl3FeM+dO4dmzZrh4sWLkEgkqF27NmJiYlCzZk1xLPKL0uv1WL58OQICAqzO4i6TydCgQQOLGasPHjxoNgt9dtlfd3/++Sc0Gg2GDBli1sXalFzb2oLt4+ODt956C5s3bxYnm8pq9+7duHz5stjVtXHjxrh3757Fh267du2CQqFASEiITee1VXh4OBISElClShWzv4Vdu3Zhy5YtkMlkaNSoEXQ6ndns44IgYPLkyVi+fDkA2963TBO5LVy4EImJiXj99ddz3NdaDxvgWSJsmmW9cuXKNr0PnTt3zqx19OLFi7h37x6aNGkibmvcuDEqV66MuXPnIjk5Gd26dcvzuPaqWrUqSpQoYfG+8cMPP2Dw4MHQ6XQOec/NSXh4OB48eICSJUua1fXx48fNxnxnV6lSJXTr1g2rVq3KcWLBrLOc53Z+4Nn1ZrVnzx4YDAbx+jw9PZGcnGw2b0NO5zXNZG/y448/oly5ckVu6Uei4oAt2ETkUJ07d8aQIUMglUpzXPvYdGP8ySefoEePHkhLS0N8fDyuXr0K4Nkn9F5eXvDx8cGTJ09w5MgR1K5du8CuwZqxY8di4MCBGDRoEN577z3odDp89dVX0Gq1GDFihE3H8Pf3R58+fbB+/Xq4uLigSZMmuHTpEuLj4zFmzBiLcbElSpTAoEGDsHDhQmRkZCAiIgKPHj3CwoULIZFIUKtWLZvj79evH3bs2IGBAwdi6NChcHV1xcqVK1G6dGmzG+ju3btj8eLFEATBphvrfv364Y8//sDIkSPx9ttvo02bNpBKpTh9+jTi4uJQo0YNTJgwweY4q1SpAi8vL6xYsQJyuRxyuRw//fSTuDRT1jG1eenTpw82btyIgQMHiktqLV26FFqtVvwwo2bNmnj99dcxZcoU3Lt3D/Xq1UNCQgIWLFiA8uXLW+05kFW3bt0wfPhwGAwGsySpTp06cHNzw/jx4/Hhhx8iICAAv//+O65cuSIuu6TVavHXX3+hTJkyVrt4Z3X79m3xgwGdTidOCHj58mUsXbo0x+6wI0eORHR0NEaOHIm33noL9+/fx8KFCwFYH7cN/K918ZdffkGrVq1Qt25dyOVyzJ07FwMGDIBWq8W2bdtw+PBhADm3qFkzZswYXLp0CX379kVUVBQiIiKg1+vx66+/YvPmzWjVqhUGDRoE4Nnf4jfffIMRI0Zg5MiRqFChAg4ePIitW7dixIgRYpyOYhr/269fPwwYMAAlSpTA3r17sXnzZnFSxTZt2iAsLAyTJk3CqFGjUKlSJfzwww+4fv06pkyZAuDZ83fu3DkcP34cderUsXouX19ftG3bFt988w2Cg4NRrVq1HOMyzUZ9+PBh+Pr6iq/7smXLolmzZvjtt98QExNj0zUajUa8//77GDp0KJKTkxEbGyu+BrLq0aMHYmNj0bx5c5QtW9amY9tDJpPhww8/xCeffILp06ejQ4cO+Pfff/Hll1/inXfegb+/v0Pec3PSvXt3xMfHo3///hg6dCjKli2L33//HatWrcJ7770HhUKR42OnTZuGp0+fIjo6Gm+88QZat24Nf39/3Lt3Dz/99BMOHTqEqlWr5voBUPXq1fHmm29iyZIlUKvViIiIwJUrV8SlvFq2bAkAaNu2LeLi4vDxxx/j7bffxt9//401a9ZY/QBg3bp1cHNzQ2hoKH7++WccOnQIsbGxL/Q8EdHzYYJNRA7VrFkz+Pj4oGzZsjneNEZERGDq1KlYu3YtfvzxRwQEBCAiIgJLlizB8OHDcebMGbRu3Rrdu3fHkSNHMHz4cIwcOVKcwbgwNG3aFGvXrsWiRYswZswYuLi4oFGjRvjiiy9yHE9qzUcffYSAgAB8++23WLNmDcqXL4+PP/4Y7777rtX9R48ejVKlSuGbb77B119/DV9fXzRt2hRjxowxWwYmL2XLlsU333yDuXPnYtKkSXBxcUF4eDjmzp1r1t0yMDAQtWrVQokSJWy6sVYoFFi2bBk2bdqEnTt3Yt++fdBqtShfvjyGDBmC6Ohoq12vc+Lt7Y1ly5Zhzpw5GDVqFDw9PVG7dm3Ex8dj8ODBOH36tMVSRjnx8fHBhg0bMHPmTIwfPx6enp5499134eHhYTYOfPbs2Vi5ciW+++47PHz4ECVLlkTnzp0xevToHFuyTFq2bAlfX1+UKVPG7O/A1dUVa9asQWxsLGbOnIm0tDRUrlwZn3zyiThh1OPHj9GrVy+MGDECH374Ya7nWb58udhC6urqisDAQDRq1AgzZszI9YOWRo0aYfHixVi4cCGGDRuGcuXKYcqUKYiJicmxXiIiItCsWTPExsbi+PHj+OqrrxAbG4slS5bggw8+gK+vL0JDQxEXF4fo6GicPn1aXAM+Lz4+PoiLi0N8fDz27t2L7777DoIgoFKlSpg0aRLefvtt8YMmd3d3xMXFITY2FosWLUJGRgaqVq2KmTNnms3w7yiBgYH47rvvEBsbi+nTp0Oj0aBy5cpm55PJZFi1ahViY2OxePFiKJVK1KpVC19//bXYzToqKgp//vknBg8ejNmzZ+c4w/rrr7+On376KdfWawCoUaMGunTpInbJz7rMXNu2bfH777/b3Mrctm1bVKxYER999JG4ZNrkyZMtZi9v06YNYmNjn2tyM1tFRUXBw8MDq1evxvfff4/AwEAMGDBAnHPCUe+51nh4eGDjxo2IjY3F3LlzkZ6ejnLlymHs2LHiKhi5PXbVqlXYt28fduzYgU8//RQpKSnw9fUVV0jo1KlTrkk6AMycOROVKlXC1q1bsXr1apQuXRrR0dEYPny42AuiefPmmDBhAuLi4vDzzz+jbt26WLJkicWknADw8ccfY/v27Vi5ciWqVq2KRYsW2b20GhE5hkR4nsX2iIioWHr06BEiIyMxf/78In9zduHCBaSkpJiN99Xr9WjTpg1ee+01sVWyODtw4ADKlCljNpnT33//jS5dupgtNUVF0+DBgyGTySzWBX9Rq1atwtdff41ff/0VLi4uDj02OdbJkyfRp08fbNiwAREREYUdDhGBLdhERIRnkzQdOHAAP/30E8qXL2+xfE5RdP/+fcTExGD48OEIDw+HSqXCd999h/T0dPTs2bOwwysQv/32G/bu3Ytx48ahSpUqePjwIZYvX46qVauiRYsWhR0ePaelS5ciISEBR48eRXx8vMOOu337dnHt8ffff5/JNRHRc2CCTURE0Gg0WLt2LQIDA/Hll1/m2TW6KOjUqRNSUlLwzTffYPXq1VAoFKhfvz7i4+NzHfNanEyYMAFubm5Yvnw5Hj9+DD8/P7Rs2RJjx4616BZMRcfBgwdx69YtfPTRR1ZnkH9eV69exXfffYf27dtj8ODBDjsuEdHLhF3EiYiIiIiIiBzAOdbAISIiIiIiIirimGATEREREREROQATbCIiIiIiIiIHeOkmOTt37hwEQchzfUIiIiIiIiIinU4HiUSCsLCwPPd96VqwBUFAYc3rJggCtFptoZ2fcsf6cW6sH+fG+nFerBvnxvpxbqwf58W6cW7FrX7sySFfuhZsU8t1cHBwgZ9bqVTiypUrqF69Ojw8PAr8/JQ71o9zY/04N9aP82LdODfWj3Nj/Tgv1o1zK271c+nSJZv3felasImIiIiIiIjyAxNsIiIiIiIiIgdggk1ERERERETkAEywiYiIiIiIiByACTYRERERERGRA7x0s4gTEREREb3sDAYDdDpdYYfx3DQajfhdKmWbobMpSvWjUCggk8kcdjwm2ERERERELwlBEPDw4UOkpKQUdigvxGg0Qi6X4/79+06fwL2Milr9+Pn5oUyZMpBIJC98LCbYREREREQvCVNyXbp0aXh4eDgkoSgMBoMBGo0Grq6uDm19JMcoKvUjCAKUSiUeP34MAChbtuwLH5MJNhERERHRS8BgMIjJdcmSJQs7nBdiMBgAAG5ubk6dwL2silL9uLu7AwAeP36M0qVLv3C8zt9eT0REREREL8w05trDw6OQIyFyLqbXhCPmJWCCTURERET0Eimq3cKJ8osjXxNMsImIiIiIiIgcgAk2EREREREVCZGRkZg4cWJhh0GUI05yRkRERERERcKSJUvg5eVV2GEQ5YgJNhERERERFQl16tQB8L9ZqomcDbuIExERERFRkWDqIn7v3j00aNAAP/74I0aOHImwsDA0btwYkydPRmZmpri/IAjYuHEjXnvtNYSEhKBDhw5YtWoVBEEQ9zl27BjeffddNGzYEBERERg7diwePHgglm/btg3BwcE4c+YMevTogeDgYHTs2BEHDx7EzZs30bdvX9SvXx8dOnTAnj17zOK9f/8+xowZg/DwcNSvXx99+/bFX3/99VzXvnr1arRr1w4hISHo3bs3Dh48iKCgIJw8eRIAsHjxYnTo0AFLlixBREQE2rdvj+TkZBgMBmzcuBFdu3ZFSEgI2rRpg3nz5kGj0YjHnjhxIiIjI83Od/fuXQQFBWHbtm0AgJMnTyIoKAi//fYboqKixOczPj7+ua6nuGKC7YS0ei1SVKnI0CoLOxQiIiIiIqc1ffp0lCtXDsuWLcOgQYOwdetWrFixQiyfP38+Zs6cidatW2P58uV4++23sWDBAixbtgwAsHPnTgwYMACBgYGYP38+Jk2ahHPnzqFXr154+vSpeBy9Xo8xY8agd+/eWLZsGVxdXTFu3DgMHToUbdq0wcKFC1GqVClMmDABDx8+BAAkJSWhd+/euHz5MqZMmYLY2FgYjUZERUXhxo0bdl3nkiVLMG/ePHTq1AnLli1D/fr1ERMTY7Hf/fv38csvv2D+/PkYPXo0SpQogalTp2LWrFmIjIzE8uXLERUVhfj4eAwbNszsgwZbxcTEoE6dOli6dCmaN2+OTz/9FHFxcXYfp7hiF3Enojfo8SjzCXZe/Rl/Pf4bvm7eeLP2q6hZsgp83LwLOzwiIiIiIqfSunVrTJgwAQDQtGlTHDt2DIcPH8bYsWORlpaGtWvXIjo6GuPHjwcANG/eHElJSThz5gyMRiPmzp2LZs2aYcGCBeIxGzRogM6dO2PNmjX46KOPAABGoxFDhw7F22+/DQBIS0vDmDFj0LdvX/Tv3x8AEBAQgB49euDPP/9EmTJlsH79eqSkpODbb79FuXLlAACtWrVC586dsXDhQixatMima1QqlVi1ahWioqIwbtw4AECLFi2gUqmwadMms331ej0mTJiAZs2aAQD++ecffP/99xg9ejQ++OAD8TkoXbo0xo8fj6NHj6J169Z2Peft27fH5MmTAQAtW7bE48ePxcRdKmX7LZ8BJ3Ir9R4++mkmDiccx+PMJ/j7aQLm/LYc3/+1F5katmYTEREREWUVGhpq9nuZMmWgVD67bz5//jx0Oh06dOhgts/EiROxZs0aJCQkIDExEV27djUrr1ixIsLCwsSu1yZhYWHizwEBARbn9/PzA/As+QaA48ePo3bt2ggMDIRer4der4dUKkWrVq3w+++/23yN58+fh1qtxquvvmq2vUuXLlb3r1mzpvjzqVOnAMDiGl977TXIZDKLa7TFG2+8Yfb7K6+8gqdPnyIhIcHuYxVHbMF2EmnqDHx1+hvojXqLsh//PoxXqrWCp6tHIURGREREROSc3NzczH6XSqVit+eUlBQAgL+/v9XHmspNyXJWAQEBFmOlrc1env382Y9/69Yt1K1b12q5SqWCu7t7jo83SUpKAmB5Hdbizr49NTUVAFCqVCmzfeRyOUqUKIH09PQ8z59d6dKlzX4vWbIkgP99sPCyY4LtJDJ1SiQk386x/EriPyjvW7YAIyIiIiIiKrp8fHwAPEtQq1atKm5/8OABbt26hRIlSgAAnjx5YvHYxMREsfx5eXt7Izw8XOyenp2Li4tNxylTpgwAy+swJd658fX1BfDsesqXLy9u1+l0SE5OFq9RIpFYzMxu6gmQnemDCRPTWHVTov2yYxdxJyGBJNdyGcczEBERERHZLCQkBAqFAgcOHDDbvn79eowaNQpVqlRBqVKl8MMPP5iV37lzB+fPn0eDBg1e6Pzh4eFISEhAlSpVEBwcLH7t2rULW7ZsgUwms+k4tWrVgre3N37++Wez7T/99JNNMQCwuMY9e/bAYDCgYcOGAABPT08kJyebzSx+9uxZq8c8ePCg2e8//vgjypUrh4oVK+Z9MS8BtmA7CS9XT9QpXRN/Pb5uUSaBBLVL1SiEqIiIiIiIiiZ/f3/06dMH69evh4uLC5o0aYJLly4hPj4eY8aMgYuLC8aMGYNJkyYhJiYG3bp1Q3JyMpYsWQJfX19x8rLn1a9fP+zcuRP9+vXDgAEDUKJECezduxebN2/GpEmTbD6Ol5cXBg0ahEWLFsHd3R3h4eE4deoUvv32WwDIdWKx6tWr480338SSJUugVqsRERGBK1euiEt5tWzZEgDQtm1bxMXF4eOPP8bbb7+Nv//+G2vWrLH6IcC6devg5uaG0NBQ/Pzzzzh06BBiY2PtfHaKLybYTsLLxQODGvTGfw/MhVKnMiuLqv8m/DiLOBERERGRXT766CMEBATg22+/xZo1a1C+fHl8/PHHePfddwEA3bt3h6enJ1auXInhw4fDy8sLLVu2xJgxYyzGLdsrMDAQ3333HWJjYzF9+nRoNBpUrlwZM2fOxFtvvWXXsYYMGQKj0YhNmzZh9erVqF+/PsaNG4fZs2fDwyP3eZpmzpyJSpUqYevWrVi9ejVKly6N6OhoDB8+XEzOmzdvjgkTJiAuLg4///wz6tatiyVLlqB3794Wx/v444+xfft2rFy5ElWrVsWiRYvQsWNHu66nOJMIz7P4WRF26dIlAEBwcHCBn1upVOLKlSuoXbu21ReCIAhIzHyK3279gQuP/oK/ux8614zEf7wD4enCCc7yW171Q4WL9ePcWD/Oi3Xj3Fg/zq241Y9arRa7LOc2OVdRYDAYoFar4ebmZnNX66JKr9dj9+7diIiIQNmy/5uTaePGjfjss89w8uRJcbx5fjp58iT69OmDDRs2ICIiItd9i1r95PXasCeHZAu2E5FIJCjtFYButTvi1ZptoZDKoZCxioiIiIiIihuj0Qij0ZjnfjKZDKtWrcL69evxwQcfoESJErh69SoWLlyIbt26FUhyTbZj9uaEpFIpPKRF+1NFIiIiIiLK2dKlS7FkyZI899uwYQNWrFiB+fPnY/r06UhLS8N//vMf9OvXD0OGDCmASMkeTLCJiIiIiIgKWM+ePdGmTZs896tSpQq8vLywYMGC/A8qFxEREbh27VqhxlAUMMEmIiIiIiIqYIGBgQgMDCzsMMjBuLgyERERERERkQMwwSYiIiIiIiJyACbYRERERERERA7ABJuIiIiIiIjIAZhgExERERERETkAE2wiIiIiIiIiB2CCTURERERERUrfvn0xbdo0q2WLFy9GZGRkAUeUP06ePImgoCDcvXs3x30iIyOxePHiHMu3bduGoKAgm/fPy8SJExEdHf3cjy/uuA42ERERERGREwoLC8Nvv/0Gf3//wg5FNHnyZBgMhsIOw2kxwSYiIiIiIrulK7VIzdAgU6WDp7sCvl6u8PZwKeywihUXFxeUKlWqsMMw4+3tXdghODV2ESciIiIiIrskpqgwN/40PvjiIMYt+hUffHEQc+NPIzFFVdihWYiMjMSKFSswZMgQhISEoEOHDtiyZYtYvm3bNrRq1Qpbt25F69atERYWhuHDh+PRo0fiPlqtFnPnzkXLli0RFhaGnj174rfffjM7RmRkJGbOnIlGjRph6NChVmMJCgrC7t270adPHzGWgwcP4uDBg+jYsSNCQ0MxaNAgJCUlAbDsIp6eno4JEyagUaNGaNq0KdatW2dxjl9++QVdu3ZFSEgI3nvvPdy/fz/X5+fs2bOIiopCSEgI2rRpgxkzZiAjIyPH/bN2ETfFd+TIEXTp0gX16tXDa6+9hsOHD5s9Ji4uDh07dkRISAg6d+6MnTt3imUPHjzAuHHj0Lx5c4SGhmLgwIG4du2a2fkmTZqEBQsWICIiAg0bNsSnn36Khw8fYujQoahfvz5eeeUVHDlyRHxMXvWVn5hgExERERGRzdKVWizefA7nriWabT93LRGLN59DulJbSJHlbOnSpQgODsaOHTsQFRWFqVOnYu/evWJ5UlIS1qxZg9jYWKxfvx4PHjzAoEGDoNfrAQCTJk3Cr7/+irlz52L79u3o1KkThg4dapZI3rt3D48ePcL27dsxduzYHGP57LPPEBUVhd27d6N69eoYO3Ysli9fjrlz52LFihW4ePEiVq1aZfWxo0ePxsWLF7FixQqsWbMGhw4dwr1798Tys2fP4sMPP8Qrr7yCnTt34o033sBXX32VYyxXr15Fv3790Lx5c+zatQvz5s3D5cuXMWDAAAiCYOvTi7lz52Ly5MnYtm0bKlSogPHjx0OpVAIAVq9ejXnz5mHgwIHYvXs3oqKiMGnSJBw7dgwZGRl455138OjRIyxfvhzfffcdPDw8LD4Y+OGHH5Ceno7Nmzdj0qRJiI+Px1tvvYVXX30V27ZtQ9WqVTFx4kQxZlvqK7+wizgREREREdksNUNjkVybnLuWiNQMjdN1FW/evDlGjBgBAKhatSouXLiA9evXo3PnzgAAnU6HOXPmoG7dugCeJYydO3fG8ePHUbFiRezevRvff/89goODAQD9+/fH1atXsXr1arRp00Y8z7Bhw1ChQoVcY3nzzTfRsWNHAEDv3r1x8OBBxMTEICQkRIz1+vXrFo+7efMmfvvtN6xbtw6NGjUCAMTGxqJt27biPvHx8WjQoAE+/PBDAECVKlVw/fp1bNiwwWosq1evRtOmTTFs2DAAQOXKlREbG4v27dvj1KlTiIiIyPVaTEaPHo2mTZuKP7/xxhv4+++/ERERgXXr1qFPnz7o2bMnACAqKgpqtRoGgwG7du1CcnIytm3bJo4znzdvHtq3b4+NGzfio48+AgD4+Phg8uTJkMlkqFSpEmJjY9GkSRN069YNAPDuu+/i0KFDePLkCZRKpc31lR+YYBMRERERkc0yVboXKncEuVwOo9FotcxoNEIuN09zsieKoaGhZq2Znp6eYnINANWqVYOPjw+uX78udpfu06eP2TF0Oh18fHzMtlWuXDnP2KtUqSL+7ObmBgBmSbmrqyu0WsteAKak25Q0AkBAQIDZY69fv47mzZubPS4sLCzHBPuvv/7CrVu3EBYWZlF248YNmxPsqlWrij97eXkBAPR6PZKTk/H48WPUr1/fbP+BAwcCAKZPn47KlSubTeLm6uqKkJAQs27iFStWhEwmE393d3e3eM4AQKPR4K+//gJgW33lBybYRERERERkM093xQuVO4Kvry/S09OtlqWkpMDX19dsW/aEWxAESKX/Gy2rUFjGLAgCZDKZ2O1448aN8PT0NNsn6zGA/yXMuckeCwBIJJI8H2eS/YMFa9eWlbVry3qsrl27Wh0zbs/M5S4ulj0WBEEQz53T9QmCYLXMYDCYXZe1a8j+3Gc9JmBbfeUHjsEmIiIiIiKb+Xq5IizI+szWYUGl4Ovlmu8x1KtXD5cvX4ZGozHbLggCTp8+bdbKCwCXLl0y+/3s2bOoU6eO+HtKSgpu374t/v73338jPT0dderUQY0aNQAAjx8/RqVKlcSvbdu2YevWrY6+tByZ4j179qy4LS0tzSzu2rVrm5UDlteeVY0aNfD333+bXZfBYMDs2bPx4MGDF47Zy8sLpUuXtohh5MiR+Oyzz1CzZk0kJCTg6dOnYplGo8Gff/6J6tWrP9c5C7u+mGATEREREZHNvD1c8GHPMIskOyyoFEb2DCuQ8dfdu3eHRCLBhx9+iDNnzuDevXs4e/Ysxo4diwcPHqB///5m++/Zswfx8fH4999/8fXXX+OXX37BoEGDzPYZP348Ll26hAsXLmD8+PEICwtD48aNUaNGDbRt2xbTpk3DgQMHcOfOHaxevRorV67Mc7y1I1WsWBGvvvoqPvnkE/z++++4fv06xo8fb9adfMCAAbh69Sq++OILJCQkYNeuXdi4cWOOxxwwYACuXLmCqVOn4p9//sGFCxcwbtw4JCQk2NTd3Rbvv/8+1q9fjx07duD27dvYuHEjDhw4gPbt26Nr167w8fERJ2+7evUqPvroIyiVSvTq1eu5zlfY9cUu4kREREREZJdSfu746L1GhbYOtp+fH9atW4evvvoKo0ePRnJyMnx9fdG4cWNs2rTJIpHq1q0bfv75Z3zxxReoXLkyvvzyS7Ru3dpsny5duuD999+HTqdDZGQkJk+eLHZfXrBgARYsWIBp06YhNTUVFSpUwKeffooePXoUyPWafPHFF5gzZw5iYmJgNBrRq1cvcUkv4FkL9qpVqzB37lzEx8ejRo0aGDp0KObNm2f1eKGhofj666+xcOFCdO/eHe7u7mjSpAkmTJhgtdv383jvvfeg0WiwaNEiJCYmonLlyliwYAGaNGkC4NnEbF988QX69esHAGjYsCG+/fbbF0qGC7O+JII9868XA6buCdm7jRQEpVKJK1euoHbt2vDw8Cjw81PuWD/OjfXj3Fg/zot149xYP86tuNWPWq1GQkICqlSpYtNYYWdmMBigVqvh5uZmNvmVNZGRkXjzzTfFmbWz27ZtGyZNmmQ2qRa9GHvqxxnk9dqwJ4dkF3EiIiIiIiIiB2CCTUREREREROQAHINNRERERETF1sGDB3Mt7969O7p3715A0VBxxxZsIiIiIiIiIgdggk1ERERERETkAEywiYiIiIiIiByACTYRERERERGRAzDBJiIiIiIiInIAJthEREREREREDsAEm4iIiIiIiMgBmGATEREREVGR0r59e6xYsaLQzh8ZGYnFixcX2vnJeckLOwAiIiIiIip6DKoMGDJTYdRkQurmCZmHL2TuXoUdVoH4/vvv4erqWthhkBNigk1ERERERHbRpz1B4u5lUCVcELe5Vw1Fqdc+gNwnoBAjKxj+/v6FHQI5KXYRJyIiIiIimxlUGRbJNQCobp5H4p7lMKgyCikyczt27MDrr7+OkJAQREZGYsWKFTAajTAajWjatCnWrl0r7rt+/XoEBQXh/Pnz4rZRo0bho48+snrsrF3EFy9ejOjoaKxatQqtWrVCcHAw+vTpg5s3b4r7K5VKfPbZZ2jRogXCwsIQFRWFixcviuXnzp1Dnz590LBhQ0RERODjjz9Gamqq2fni4uLw4Ycfon79+mjVqhW2bNmCc+fOoVu3bqhfvz569+6N27dvi4959OgRYmJi0KhRI0RERGDo0KH4999/X/RppTwUmQR7x44d6Ny5M4KDg/Haa69h3759hR0SEREREdFLx5CZapFcm6hunochM9VqWUFat24dpkyZgl69emHXrl2IiYnB6tWrMWfOHEilUrRu3RrHjh0T9z9+/DgkEglOnDgBANDr9Th27BjatWtn0/nOnTuHP/74A1999RXWrVuH+/fvY8aMGWJ5TEwMDh06hFmzZmHHjh2oUqUKBg4ciKSkJFy8eBHR0dGoXr06Nm3ahEWLFuHixYsYMGAAjEajeIzY2Fi0bNkSu3fvRps2bTB9+nRMmzYNEydORHx8PBITEzFv3jwAzxL66OhoGAwGxMfHIy4uDiVKlEDPnj3x6NEjRzzFlIMikWDv3LkTH3/8MXr16oXdu3ejc+fOGDNmDM6dO1fYoRERERERvVSMmsw8ypUFFIl1giBg1apVeO+99xAVFYXKlSuja9euGDlyJOLj45Geno62bdvi9OnT0Gq10Ov1OHXqFDp06ICTJ08CAM6cOQONRoOWLVvadE69Xo85c+agVq1aaNiwIaKjo3HmzBkAQEJCAg4fPozp06ejVatWqFSpEqZOnYru3bsjJSUFa9asQVBQEKZOnYrq1asjIiICsbGx+PPPP/Hrr7+K52jVqhV69uyJChUqoE+fPtDr9YiOjkaTJk0QHByMTp064fr16wCAPXv2IDk5GbGxsahVqxZq1qyJmTNnwsvLC5s3b3bwM05ZOf0YbEEQsHDhQvTt2xd9+/YFAAwfPhxnz57FqVOnEBYWVsgREhERERG9PKSunnmUexRQJNYlJSXhyZMnaNiwodn2xo0bQ6fT4ebNm2jRogUMBgPOnDkDFxcXuLm5oXfv3hg2bBi0Wi0OHz6Mpk2bwtMz92s1CQgIgJ+fn/i7t7c3dDodAODatWsAgNDQULHcxcUFkyZNAgBcv34dzZs3NzteUFAQfHx8cO3aNbRu3RoAUKVKFbHczc0NAFC+fHlxm6urK7RaLQDgr7/+QkZGBsLDw82Oq9FocOPGDZuuiZ6P0yfYN2/exL1799C1a1ez7atXry6kiIiIiIiIXl4yT1+4Vw2F6uZ5izL3qqGQefoWfFBZCIJgdbvBYAAAyOVyeHp6Ijw8HMeOHYObmxuaNGmCRo0aQRAEXLhwAUeOHEG/fv1sPqeLi0uOZXL5s5RLIpHkGK+1MqPRCIVCYXGcrKRS6x2SjUYjqlSpguXLl1uUeXgU7gcgxZ3TJ9imgfhKpRIDBw7EX3/9hfLly+ODDz5AZGTkcx1TEAQolQXfdUWlUpl9J+fC+nFurB/nxvpxXqwb58b6cW7FrX40Gg2MRiMMBoOYbD4XF3cEdB6KJ3tXmCXZ7lVDEdD5A8DF/cWObwdBECzO5efnh5IlS+KPP/5A27Ztxe1//PEHFAoFypUrB4PBgLZt2+L777+Hp6cnunbtCrlcjtDQUGzZsgU3b95Eq1atcrwOQRDE59JoNFrEYRo7bTAYxJbn8+fPo2nTpgCedSl/5ZVXMG7cONSoUQOnT582e/zVq1eRkZGBKlWqwGAwmJ0v6/GzbzPFUb16dezcuRMeHh7ijOd6vR7jxo1Dx44d0alTp+d/0m1g+pDDWv04I1M9qlQqs3HvJjl9CGKN0yfYGRnPZiGcMGECRowYgXHjxuGnn37CsGHDsHbtWvGP1B46nQ5XrlxxdKg24+x9zo31UzA8PT3h6ucOiVQKo94AVXIm1Gp1no9j/Tg31o/zYt04N9aPcytO9SOXy6HRaBxwIA+UeG0E/DUZMGqUkLp6QHD1glbmAtjw//xFCYKAO3fu4ODBg2bbXV1d0ahRI7z33ntYvnw5ypQpgyZNmuDy5ctYsmQJunfvDoVCAbVajaZNm2LmzJmQSqWYMmUK1Go1GjVqhOXLlyM4OBje3t453psIggC9Xg+1Wg29Xg9BEMz2NXUPV6vVKFOmDCIjI/Hpp59i4sSJCAwMxLp166DVahEWFoaSJUti0KBBmD59Onr27Ink5GR8/vnnqFWrFkJDQ6FWq83OB0CsQ61WK27LGkeHDh2watUqjBgxAqNHj4a3tzdWr16No0ePYvDgwTbdczmCQ/7WCoBGo4Ferzeb+T273HopZOX0CbapW8TAgQPx5ptvAgBq166Nv/7667kTbIVCgerVqzs0TluoVCr8+++/qFy5Mtzd3Qv8/JQ71k/BUQkaHL9zBjtP/IxUTTrKepXGuyHdULNyNbhKrL95sX6cG+vHebFunBvrx7kVt/rRaDS4f/8+XF1dxTG8L8YN8PQx26LIYU9Hk0gk2Ldvn8XKQoGBgTh06BCGDBkCDw8PbNy4EfPmzUPZsmUxaNAgDBgwADKZDABQuXJl1KxZE6mpqahRowYAoGXLlli6dCnat2+f63MkkUggl8vh5uYGuVwOiURitr8phzFt+/zzzzF37lxMmjQJarUa9evXx+rVq1G2bFmULVsWK1euxKJFi/Duu+/Cy8sL7dq1Q0xMDLy9vS3OBzz7IAGAOH4cgFkcbm5uiIuLw9y5c/Hhhx/CYDCgVq1a+Oqrr1C3bt0Xfv7zIggCNBoNXF1dbW75LWxyuRwVK1YUn9us/vnnH5uPIxFyGqTgJM6ePYt33nkHGzduRKNGjcTtc+bMweHDh7F37167jnfp0iUAQHBwsEPjtIVSqcSVK1dQu3Ztjn1wQqyfgpGpVWLD+a04lPC7RdkHjaPRqnIEZFKZRRnrx7mxfpwX68a5sX6cW3GrH7VajYSEBFSpUsVBCXbhMRgMUKvVcHNzExNmch5FrX7yem3Yk0M6/TJdderUgaenJy5cMF9r7/r166hYsWIhRUVEzytVnW41uQaAuAvbkKwu/LUziYiIiIieh9N3EXdzc8OgQYOwdOlSBAYGIiQkBHv27MGxY8ewbt26wg6PiOx0P/1RjmUZ2kxkapUI8PAvwIiIiIiIiBzD6RNsABg2bBjc3d2xYMECPHr0CNWqVcPixYsRERFR2KERkZ08FLmPYVNIi8TbEhERERGRhSJzJ9u/f3/079+/sMMgohdU2rMkPBUeyNRZLpVXs2RVeLt6F0JUREREREQvzunHYBNR8VLC3RfjWwyFQmY+z6ifmw+GRfSBt6tnIUVGRERERPRiikwLNhEVDzKpDDVKVsH8V6fg0qNruJf2ELUCqqGafyUEeHLsNREREREVXUywiajAyWVyBHqVQqBXqcIOhYiIiIjIYdhFnIiIiIiIiMgBmGATEREREREROQATbCIiIiIiKlLat2+PFStWFHYY+W7x4sWIjIzMsfzu3bsICgrCyZMnc9xn4sSJiI6Otnn/vERGRmLx4sXP/fjijmOwiYiIiIiInNCAAQMQFRVV2GGY+f777+Hq6lrYYTgtJthERERERGS3DE0mUjXpUOpU8FC4w9fVG15cbtOhPD094enpXM+pvz9XfckNu4gTEREREZFdniiT8OXx1YjZNwOT989BzL4ZWHh8NZ4okwo7NNGOHTvw+uuvIyQkBJGRkVixYgWMRiOMRiOaNm2KtWvXivuuX78eQUFBOH/+vLht1KhR+OijjwAAjx49QkxMDBo1aoSIiAgMHToU//77r7jvxIkTMWLECAwYMAANGjTAypUrLeI5efIk6tSpgxMnTqBz584IDg5Gr169kJCQgOXLl6NZs2YIDw/Hp59+CkEQAFh2Eb9+/Tr69OmD0NBQdOzYESdOnDA7hyAIWLZsGVq1aoXQ0FBMnjwZGo0m1+dp69at6NSpE0JCQtCpUyesX78eRqMxx/2zdhFfvHgxoqOjsWrVKrRq1QrBwcHo06cPEhISxP2VSiU+++wztGjRAmFhYYiKisLFixfF8nPnzqFPnz5o2LAhIiIi8PHHHyM1NdXsfHFxcfjwww9Rv359tGrVClu2bMG5c+fQrVs31K9fH71798bt27fFx+RVX/mJCTYREREREdksQ5OJFaficfHRFbPtFx5dwcpT8cjQZBZSZP+zbt06TJkyBb169cKuXbsQExOD1atXY86cOZBKpWjdujWOHTsm7n/8+HFIJBIxYdXr9Th27BjatWsHpVKJ6OhoGAwGxMfHIy4uDiVKlEDPnj3x6NEj8Ri//PILmjVrhq1bt+L111+3GpfBYMDnn3+OWbNmYfPmzXj69Cl69+6NGzduIC4uDmPGjEF8fDwOHz5s8dj09HT069cPXl5e2LJlC6ZOnYply5aZ7fPVV1/h66+/xvjx47Ft2zZ4eXlh7969OT5PmzZtwhdffIHhw4djz549GD16NFatWoV58+bZ/FyfO3cOf/zxB7766iusW7cO9+/fxyeffCKWx8TE4NChQ5g1axZ27NiBKlWqYODAgUhKSsLFixcRHR2N6tWrY9OmTVi0aBEuXryIAQMGmCX5sbGxaNmyJXbv3o02bdpg+vTpmDZtGiZOnIj4+HgkJiaKMdtaX/mFCTYREREREdksVZNukVybXHh0Bama9AKOyJwgCFi1ahXee+89REVFoXLlyujatStGjhyJ+Ph4pKeno23btjh9+jS0Wi30ej1OnTqFDh06iJN/nTlzBhqNBi1btsSePXuQnJyM2NhY1KpVCzVr1sTMmTPh5eWFzZs3i+f19fXFoEGDUKVKFZQtWzbH+EaNGoXQ0FDUrl0br7zyCjIzM/Hpp5+iWrVq6N27NwICAvD3339bPG7Pnj1QqVT44osvUKNGDTRv3hwff/yx2XXHxcWhT58+6NKlC6pWrYpJkyahdu3aOcaybNkyDBkyBF26dEGFChXQsWNHxMTEID4+Ps+WbxO9Xo85c+agVq1aaNiwIaKjo3H27FkAwL///ovDhw9j+vTpaNWqFSpVqoSpU6eie/fuSElJwZo1axAUFISpU6eievXqiIiIQGxsLP7880/8+uuv4jlatWqFnj17okKFCujTpw/0ej2io6PRpEkTBAcHo1OnTrh+/br4PNlSX/mFY7CJiIiIiMhmSp3qhcrzW1JSEp48eYKGDRuabW/cuDF0Oh1u3ryJFi1awGAw4MyZM3BxcYGbmxt69+6NYcOGQavV4vDhw2jatCk8PT3x119/ISMjA+Hh4WbH02g0uHHjhvh7pUqVbIqvSpUq4s/u7u4ICAiAu7u7uM3V1dVqcnv9+nVUrlwZ3t7e4rawsDDx5+TkZCQmJiI4ONjscaGhoWZxmiQlJeHhw4dYuHAhlixZIm43Go3QaDS4e/cuqlWrluf1BAQEwM/PT/zd29sbOp0OAHDt2jUxBhMXFxdMmjRJvKbmzZubHS8oKAg+Pj64du0aWrduDcD8OXNzcwMAlC9fXtzm6uoKrVYLADbXV35hgk1ERERERDbzULi/UHl+M41fzs5gMAAA5HI5PD09ER4ejmPHjsHNzQ1NmjRBo0aNIAgCLly4gCNHjqBfv34AniWcVapUwfLlyy2O6eHhIf5sSvzyIpebp2BSqe2dirNfW/Zj2boPALEL9qRJk9CsWTOL8txa4bNycXHJscx0bolEYrVcEASrZUajEQqFwuI4WeX0vNlaX/mFXcSJiIiIiMhmvq7eqB9ovdtx/cDa8HX1tlpWUEqWLImSJUvizJkzZttPnz4NhUKBihUrAng2edaxY8dw4sQJNGnSBK6urggLC8P333+Pmzdvom3btgCAmjVr4v79+/D29kalSpVQqVIllCtXDrGxsfjjjz8K7Lpq166NhIQEJCX9byK5S5cuiT/7+/ujbNmyFtf9559/Wj2e6Xm6ffu2eF2VKlXC5cuX8eWXXzokZlMLeNY49Xo92rRpgz179qBmzZo4ffq02WOuXr2KjIwMm1rPrSns+mKCTURERERENvNy9cSQ8Pcskuz6gbUxNDy6wJbqunPnDn799VccPXpU/Dp58iQkEgkGDBiA+Ph4bNy4Ebdu3cIPP/yAJUuWoFevXmIX68jISFy9ehXnz59HkyZNAABNmzbFrl27EBoailKlSgEAXn/9dfj6+mLEiBE4f/48bty4gUmTJuHIkSOoUaNGgVwrALz22msoWbIkxo4di6tXr+LUqVOYNWuW2T6DBw/Gxo0bsWXLFiQkJODLL780m7E7K4lEgkGDBiEuLg5xcXG4ffs29u/fjxkzZsDFxSXXlmlbVa5cGa+88gpmzJiB48ePIyEhAVOnToVWq0XTpk3Rr18/XL16FZ988glu3LiBU6dOYdy4cahTpw6aNm36XOcs7PpiF3EiIiIiIrJLgIc/RjUdWKjrYO/btw/79u0z2xYYGIijR49i0KBBcHFxwfr16zF79myUKVMGgwcPxsCBA8V9y5Yti6CgIKSmpoqt2s2aNcOCBQvMlsby9vZGfHw85syZg0GDBsFgMKB27dpYvXp1gSbYHh4e2LBhAz755BO888478PX1xahRozBx4kRxn6ioKBiNRixfvhxPnjxBy5Yt8dZbb5ktm5XVgAED4Orqiri4OHzxxRcoWbIkunfvjpiYGIfFPXv2bMyZMwcxMTHQaDSoX78+1qxZA39/f/j7+2PVqlVYuHAhunXrBi8vL7Rv3x5jx4416yJuj8KuL4mQ0yCFYsrUPSH74P+CoFQqceXKFdSuXbtA+v+TfVg/zo3149xYP86LdePcWD/OrbjVj1qtRkJCAqpUqWLzeGFnZTAYoFar4ebmBplMVtjhUDZFrX7yem3Yk0OyizgRERERERGRAzDBJiIiIiIiInIAJthEREREREREDsAEm4iIiIiIiMgBmGATEREREREROQATbCIiIiIiIiIHYIJNRERERERE5ABMsImIiIiIiIgcgAk2ERERERERkQMwwSYiIiIiIiJyACbYRERERERUpPTt2xfTpk2zWjZx4kRER0eLvwcFBWHbtm02Hffu3bsICgrCyZMnbY5l27ZtCAoKsnl/Kt7khR0AERERERFRfvntt9/g7e2db8fv3LkzWrZsmW/Hp6KFCTYREREREdlNl5EBXUoqDMpMyDw8ofDzhcLLq7DDslCqVKl8Pb6bmxvc3Nzy9RxUdLCLOBERERER2UXz5AmuzZ2Pc8NH4uJHk3Bu+Ehcn7cAmidPCjs0C9m7iK9fvx6RkZEICQlBv379sGTJEkRGRpo95sKFC+jZsyfq1auHdu3aYevWrTkeP3sX8aCgIGzevBn9+/dHSEgIWrZsiZUrV5o95tixY+jduzfq16+PVq1aITY2FgaDAQCgVqvx5Zdfol27dggODka3bt2wf/9+s/N16NABe/fuFa9j4MCBePToEWbOnInGjRujWbNmFufcunUrOnXqhJCQEHTq1Anr16+H0Wi0/wmlXDHBJiIiIiIim+kyMvD34mVIPX/BbHvKufP4Z8ly6DIyCimyvG3cuBHz58/HsGHDsHPnTkRERGDp0qUW+61btw5Dhw7F3r170bJlS/z3v//FrVu3bD7PnDlz0K1bN+zcuRM9evTA/Pnzcfr0aQDPkvdBgwYhNDQU27Ztw6xZs7BlyxYsWrQIADBmzBjs2LEDkydPxq5du9C+fXuMGDECBw4cEI//4MEDfPvtt1i2bBnWrl2LS5cu4fXXX4dcLsfmzZvRu3dvzJ8/H9evXwcAbNq0CV988QWGDx+OPXv2YPTo0Vi1ahXmzZv3Ik8nWcEu4kREREREZDNdSqpFcm2Scu48dCmpBdJVfN++fdi/fz8kEonZdq1WiwYNGlh9zOrVq9GnTx+89dZbAIAPPvgAf/31Fy5fvmy23/Dhw8VW7ZiYGHz77be4fPkyKlWqZFNsb775Jt544w0AwOjRo/HNN9/gzJkzaNSoETZs2ICQkBBMnDgRAFCtWjV8+umnePz4MW7cuIEDBw5gxYoVaNu2LQBgxIgRuHbtGlasWIF27doBAHQ6HaZMmYKaNWsCAJo2bYrz589j/PjxkEgkGDJkCJYuXYq///4bNWvWxLJlyzBkyBB06dIFAFChQgVkZGRgxowZGDVqFFxdXW26LsobE2wiIiIiIrKZQZmZR7myQOJo1aoVPvroI8hkMrPt8+bNQ0pKisX+ycnJuHfvHkJDQ822N2zY0CLBrlq1qvizr68vAECj0dgcW7Vq1cx+9/Lygk6nAwBcu3YNzZo1Myvv0KEDAGDv3r1iTFk1atQIsbGxZtuqVKki/uzu7o7y5cuLHzaYEmaNRoOkpCQ8fPgQCxcuxJIlS8THGI1GaDQa3L171yJeen5MsImIiIiIyGYyD888yj0KJA5PT09UqlTJIsH29PS0mmDL5c9SH0EQ8jy2VGo5ktaWx5m4uLjk+Hi5XG7R6p4Xo9Eoxm+iUCjMfrcWs+mxADBp0iSLxB4AypYta1cslDuOwSYiIiIiIpsp/HzhFxZqtcwvLBQKP9+CDchG3t7eKFeuHM6fP2+2/eLFiwUaR7Vq1XDp0iWzbevWrcObb74pdvk+c+aMWfnp06dRvXr15zpfyZIlUbJkSdy+fRuVKlUSvy5fvowvv/zyuY5JOWOCTURERERENlN4eaH6iA8skmy/sFBUH/GBUy7VZTJ48GDEx8dj+/btuHXrFtatW4d9+/YVaAyDBg3C+fPn8eWXXyIhIQFHjhzBypUr0a5dO1SvXh2tW7fGjBkzcOjQISQkJGDJkiU4cOAABgwY8Fznk0gkGDRoEOLi4hAXF4fbt29j//79mDFjBlxcXKy2ttPzYxdxIiIiIiKyi2tAAGqOi/n/dbCVkHl4OO062Fm98847SE1NxYIFC5CcnIzw8HC8+eabFi3G+al27dpYtmwZFi1ahK+//hqlSpVCdHQ0hg4dCgBYsGAB5s+fj//+979IS0tDjRo1sHjxYnGc9vMYMGAAXF1dERcXhy+++AIlS5ZE9+7dERMT46jLov8nEewZTFAMmLpjBAcHF/i5lUolrly5gtq1a8OjgMamkO1YP86N9ePcWD/Oi3Xj3Fg/zq241Y9arUZCQgKqVKkCNze3wg7nhRgMBqjVari5uVmMwc7N0aNHUaNGDbNxx1OmTMHt27exfv36/Aj1pfS89VNY8npt2JNDsos4ERERERG9FHbu3IkPPvgA58+fx71797Bjxw7s2rVLXFKL6EWxizgREREREb0UpkyZgs8//xzDhw9HWloaKlasiI8//hjdu3cv7NComGCCTURERERELwU/Pz98/vnnhR0GFWPsIk5ERERERETkAEywiYiIiIiIiByACTYRERER0UvkJVtEiChPjnxNMMEmIiIiInoJKBQKAM+WHyOi/zG9JkyvkRfBSc6IiIiIiF4CMpkMfn5+ePz4MQDAw8MDEomkkKN6PgaDARqNBgCKxDrLL5uiUj+CIECpVOLx48fw8/NzSKxMsImIiIiIXhJlypQBADHJLqqMRiP0ej3kcjmkUnbKdTZFrX78/PzE18aLYoJNRERERPSSkEgkKFu2LEqXLg2dTlfY4Tw3lUqFmzdvomLFinB3dy/scCibolQ/CoXCoa3sTLCJiIiIiF4yMpnMqbvu5sVoNAIAXF1d4ebmVsjRUHYvc/04f3s9ERERERERURHABJuIiIiIiIjIAZhgExERERERETkAE2wiIiIiIiIiB+AkZ0VUmiYdD9MTceTfE9AZ9GhVORzlfcrCz923sEMjIiIiIiJ6KTHBLoLS1OnYeHE7DiUcF7cd/vc46pauiZFNBqAEk2wiIiIiIqICxy7iRdDt1PtmybXJ5cfXce7+n4UQERERERERETHBLmJ0eh32/X0ox/K9fx9Cqjq9ACMiIiIiIiIigAl2kWMQDFDp1DmWq/RqGAVjAUZEREREREREABPsIsdN4YYWFRvnWB5eLhReLp4FGBEREREREREBTLCLpJCytVHaM8Biu6eLB16t0RoKGeeuIyIiIiIiKmjMxIqgAA9/TGs7GnuvH8Lhf49DbzSgSfkG6FHnVauJNxEREREREeU/JthFVCnPkng3pBu6BrWDAMDLxROucpfCDouIiIiIiOilxQS7CFPI5PD3KFHYYRARERERERE4BpuIiIiIiIjIIZhgExERERERETkAE2wiIiIiIiIiB2CCTUREREREROQATLCJiIiIiIiIHIAJNhEREREREZEDMMEmIiIiIiIicgAm2EREREREREQOwATbiSmVSmi1WgiCUNihEBERERERUR7khR0A5Uyv10OtVkMqlcLFxQWurq6QyWSFHRYRERERERFZwQTbyQmCAIPBAJVKBbVaDYVCAVdXVygUCkgkksIOj4iIiIiIiP4fE+wiRBAEaLVa6HQ6sVXbxcUFcjmrkYiIiIiIqLAxMyuCsrdqy+VyMdmWSjmsnoiIiIiIqDAwwS7iBEGATqeDTqeDUqmEQqEQk212ISciIiIiIio4TLCLEVMXcq1WC6lUKibbHK9NRERERESU/5hgF1NGoxEajcZqsk1ERERERESOxwS7mDON1zYYDNBoNJDJZGIXci75RURERERE5DjPnWCnpqbi9OnTePz4MTp27IiUlBRUqVKFXZGdmCAI0Ov10Ov1UKlUUCgUYss2J0cjIiIiIiJ6Mc+VYC9fvhwrV66EWq2GRCJBSEgIFixYgJSUFKxZswY+Pj6OjpMcLOt4baVSKbZqc7w2ERERERHR87G72TI+Ph6LFy9G//79sXnzZgiCAADo27cv7ty5g4ULFzo8SMpfgiBAo9EgIyMDKSkpyMzMhFarLeywiIiIiIiIihS7E+y4uDi8//77GDVqFOrWrStub9myJUaPHo2DBw86NEAqOIIgwGg0Qq1WIyMjA6mpqVAqldDr9YUdGhERERERkdOzu4v4/fv3ER4ebrWsatWqePLkyQsHRYUv63httVoNuVwujtfm5GhERERERESW7G7BLlu2LM6dO2e17M8//0TZsmVfOChyLoIgQKfTQalUIjU1FWlpaVCr1TAajYUdGhERERERkdOwuwX7rbfewuLFi+Hm5oY2bdoAAJRKJX766SesXLkS/fv3d3SM5ERMybYp4c66vjZnIiciIiIiopeZ3RnR4MGD8eabb2LevHno0qULAKBPnz4YPXo02rRpgyFDhjg8yKwSEhIQFhaGbdu25et5KG+mmchNk6Olp6dDrVbDYDAUdmhEREREREQFzu4WbIlEgk8++QT9+/fHiRMnkJqaCm9vb4SHh6NGjRr5EaNIp9Nh3LhxUCqV+Xoesl/WZb8kEgnHbBMRERER0UvnudbBBoAqVaqgSpUqjowlT4sXL4anp2eBnpPsl7UbuUqlglwuF9fZZjdyIiIiIiIqruxOsKOjoyGRSKyWSaVSeHh4oFKlSnj77bdRtWrVFw7Q5I8//sCmTZuwY8cOcew3Ob/sY7ZNibZCocjx74iIiIiIiKgosrs5sUKFCjh//rw4k3ipUqUglUpx8eJF/PHHH0hKSsLu3bvRo0cP/PXXXw4JMi0tDePHj8d///tfzlJehAmCAI1GwzW2iYiIiIioWLK7BbtUqVL4z3/+gzVr1uA///mPuD0xMRGDBg1Cq1atMGTIEAwfPhxffvklvvrqqxcOcvr06QgNDUXXrl1f+FjAs0SvMMZxq1Qqs+95UavV0Gq1+RlSoZNKpWIX8sJu1ba3fqhgsX6cG+vHebFunBvrx7mxfpwX68a5Fbf6EQTB5jzF7gR769atmDx5sllyDTxLvIcNG4ZPP/0Uw4YNQ+/evTFhwgR7D29hx44dOH36NH744YcXPpaJTqfDlStXHHY8e/3777957iOTycRu1S8DU6KtUCggl8shkUhgNBoLZa1tW+qHCg/rx7mxfpwX68a5sX6cG+vHebFunFtxqh8XFxeb9rM7wVapVFAoFFbLJBIJMjMzAQAeHh4OaX3dunUrnj59ajHuetq0aVi9ejX27Nlj9zEVCgWqV6/+wrHZS6VS4d9//0XlypXh7u6e5/4ZGRnFvgXbGolEAqlUKrZqy+XPPRefXeytHypYrB/nxvpxXqwb58b6cW6sH+fFunFuxa1+/vnnH5v3tTtzadCgARYuXIj69eujVKlS4vanT59i6dKlCAsLAwCcOnUKFStWtPfwFubNmwe1Wm227ZVXXsHIkSPRuXPn5zqmRCKBh4fHC8f2vNzd3W06v16vf+mXuNLr9RAEQVzyqyCSbVvrhwoH68e5sX6cF+vGubF+nBvrx3mxbpxbcakfe4ax2p2tTJo0CVFRUejQoQPCwsLg7++PpKQknDt3Dp6enpg/fz6OHj2KpUuXYvr06fYe3kJgYKDV7SVLlkS5cuVe+Pjk3ARBgF6vh16vh1qt5vraRERERETktOyeRbxq1arYu3cv+vfvD41Gg8uXL0MQBAwePBg//vgjqlWrBj8/PyxYsAC9evXKj5jpJWVa8kupVCI1NRVpaWlQq9WFMk6biIiIiIgou+fqb1uiRAmMGjUqx/KQkBCEhIQ8d1B5uXbtWr4dm4qG7Otrm1q1FQoFpFK7PzciIiIiIiJ6Yc+VYCckJODIkSNQKpUWrYcSiQTDhw93SHBEthAEAVqtFlqtFhKJBC4uLk6x7BcREREREb1c7E6wd+zYgUmTJkEQBKvlTLCpMAmCAI1GIybbWVu2mWwTEREREVF+sjvBXr58OZo1a4bPPvsMZcqUYdJCTkkQBLNkWyqVmiXbREREREREjmb3YNX79+9j0KBBKFu2LJNrKhIEQYDBYIBarUZ6ejpSU1OhVCqh1+sLOzQiIiIiIipG7G7BrlKlCh48eJAfsRDlu+zLfslkMnHMNmDfGndERERERERZ2d2CPXbsWCxbtgwnT56ERqPJj5iICoQp2TYt+5WRkQGJRAKDwVDYoRERERERURFkdwv2zJkz8fTpU/Tr189quUQiwV9//fWicREVKNNM5Onp6UhPT4fRaIRCoRC/iIiIiIiI8mJ3gv3666/nRxxETkEQBBiNRrNu5KYJ0kxf7EZORERERETW2J1gjxgxIj/iIHJKpgnSDAYDNBoNl/4iIiIiIqIc2Z1gA4Barca1a9eg0+nE9bCNRiNUKhVOnz6NcePGOTRIImeQfekvAGKirVAoIJXaPaUBEREREREVI3Yn2CdOnMCoUaOQlpZmtdzT05MJNhV7pg+WNBqNWcu26UsmkxVyhEREREREVNDsTrC//PJL+Pn54bPPPsOuXbsglUrRvXt3HD16FN9++y1WrVqVH3ESOTXTJGlarRYSiQRyuVxMtuXy5+ooQkRERERERYzdd/7Xrl3Dp59+ig4dOiAjIwPffPMNWrdujdatW0On02H58uX46quv8iNWoiJBEATodDrodDpIJBLIZDLOSE5ERERE9BKwe9Co0WhEmTJlAABVqlTBP//8I5Z17NiRS3QRZWFaa1ulUiE9PR0pKSnIzMyEVqsVu5kTEREREVHxYHeCXbFiRVy7dg0AUKlSJahUKty4cQMAoNfrkZmZ6dgIiYoJ04zkarUaGRkZSElJQUZGBpNtIiIiIqJiwu4u4l27dsW8efNgNBoRHR2NevXq4bPPPkN0dDRWrFiB6tWr50ecRMUKZyQnIiIiIip+7E6wBw0ahOTkZFy8eBEAMG3aNAwePBjDhg2Dl5cXli9f7vAgiYozzkhORERERFQ82J1gS6VSTJgwQfw9ODgY+/fvx82bN1G1alV4eXk5NECilw1nJCciIiIiKpoccrfu5eWFkJAQRxyKiLLgjOREREREREWH3Ql2UlISZsyYgRMnTiA9Pd1iciaJRMKZxInygWlGcr1eD7VaDalUapZsSySSwg6RiIiIiOilZneCPWPGDBw8eBCvvvoqKlSowMmYiAqBaUZyg8FgNm7bxcUFcrmcr0siIiIiokJgd4L966+/YsKECXjvvffyIx4ishNnJCciIiIicg52J9gKhYJLcRE5Kc5ITkRERERUeOxu2urQoQN27NiRD6EQkaOZZiTPzMxEamoq0tLSoFKpoNfrCzs0IiIiIqJix6YW7CVLlog/e3t7Y8OGDfj333/RsGFDuLu7m+0rkUgwfPhwx0ZJRC8stxnJ5XI5J0kjIiIiInpBdifYJufPn8f58+cttjPBJnJ+nJGciIiIiMjxbEqwr169mt9xEFEhyW1GcibbRERERES2s3uSM2u0Wi1cXFwccSgiKkSckZyIiIiI6PnZfLecnp6OmTNnYsuWLWbbtVotWrZsiWnTpkGpVDo8QCIqHFmT7YyMDKSkpCA9PR1qtRoGg6GwwyMiIiIicjo2JdgZGRno06cPNm7ciOTkZIuyiIgIbN26FdHR0VCpVPkSKBEVLs5ITkRERESUO5sS7A0bNuDevXv49ttv8f7775uV+fv7Y9GiRVi7di1u3ryJuLi4fAmUiJyHaUZypVKJtLQ0pKamQqlUQqfTFXZoRERERESFxqYEe9++fRg0aBDq16+f4z6NGzdGdHQ09uzZ47DgiMj5mWYkV6lUSE9PR0pKCjIzM6HVaiEIQmGHR0RERERUYGxKsO/evYuQkJA892vcuDHu3LnzwkERUdFkmpFcrVaL47YzMjKYbBMRERHRS8GmWcQ9PDyQmZmZ535GoxGurq4vHBQRFX3ZZyQ3Lf/FGcmJiIiIqLiy6Q63du3aOHr0aJ77HT58GJUqVXrhoIioeBEEAUajkTOSExEREVGxZlOC/fbbb2Pr1q04cOBAjvscPHgQW7ZswRtvvOGw4IioeOKM5ERERERUHNnURbxjx474+eefMWLECLRu3Rpt2rRB+fLlYTAYcP/+fRw5cgRHjhxB69at0atXr/yOmYiKEdOM5DqdDhKJBHK5XOxGLpfb9BZFREREROQUbL57nTdvHoKCgrB27VocPnwYEokEwLOb44CAAIwdOxb9+vXjuEoiem7Zk22ZTAYXFxcoFAoAEN93iIiIiIickc0JtkQiwfvvv48BAwbg8uXLePjwIaRSKcqVK4fatWvzxpeIHMq0/Jder4dEIhG/G43Gwg6NiIiIiMgqu/tfyuVy1K9fP9c1sYmIHMk0ZjsjIwNpaWkQBEFs2WavGSIiIiJyFhzgSERFhtFohNFohFarFZf+cnFxEZNt9qQhIiIiosLEBJuIiixr62wz2SYiIiKiwsIEm4iKPEEQzJJtqVQqzkTOZJuIiIiICgoTbCIqVgRBgMFggMFggEajgVQqFVu1TbORExERERHlB7tnB+rbty927doFtVqdH/EQETmMKdlWqVRIT09HamoqVCoV9Hp9YYdGRERERMWQ3Qm2XC7HpEmT0KJFC0yZMgXnzp3Lj7iIiBzKtOyXUqlEWloa0tLSoFKpYDAYCjs0IiIiIiom7O4ivnr1ajx+/Bg7d+7Ezp07sWXLFlSqVAndu3dHt27dEBgYmB9xEhE5jCAI0Ol00Ol0UKlUYvdxFxcXLvtFRERERM/tue4kS5cujcGDB2P37t3YvHkzIiMjsXXrVkRGRmLQoEHYv38/BEFwdKxERA5nWmM7MzMTKSkpyMjIgEaj4XsYEREREdnthZtq9Ho99Ho9dDodACA5ORmjR4/Ga6+9hmvXrr1wgEREBcU0E3lGRoaYbGu1WibbRERERGST55pF/M6dO9i5cyd27dqFO3fuoEKFCujVqxfefPNNBAYG4tGjRxg8eDDGjRuHH374wdExExHlO6PRyGW/iIiIiMgudifYvXv3xoULF+Dq6opXXnkFn332GcLDw832CQwMxCuvvIJ169Y5Kk4iokLBZb+IiIiIyFZ2J9h6vR7Tpk1Dly5d4OXlleN+7du3R8uWLV8oOCIiZ5J12S+1Wg2ZTCYm23L5c3UIIiIiIqJixO47wu+//x4pKSk4ffo02rRpA+BZl/FDhw6hW7du8PHxAQDUqlXLoYESETkT07Jfer0eEokEMpnMrBs5EREREb187J7k7J9//kGXLl3wySefiNvu3buHuXPnonv37rh7965DAyQicnamZFulUiE9PR0pKSnIzMzkBGlERERELxm7E+w5c+agXLly2LRpk7itSZMmOHLkCAICAjB37lyHBkhEVJSYupGr1WrORk5ERET0krE7wT5//jyGDx+OUqVKmW339/fHkCFDcPLkSYcFR0RUlAmCIM5GnpGRgdTUVGRmZorLGhIRERFR8WL3GGyJRILMzEyrZVqtljeORERWZJ+NnBOkERERERU/drdgR0REYNmyZUhKSjLbnpSUhBUrViAiIsJhwRERFUemMdtKpRJpaWlIS0uDWq2GwWAo7NCIiIiI6AXY3Wzy0Ucf4a233kK7du0QGhoKf39/JCcn49y5c3B1dcX8+fPzI04iomJJEATodDrodDpIJBLI5XKxZVsmkxV2eERERERkB7tbsCtUqIDdu3ejd+/eUCqV+PPPP5GWloZevXphx44dqFKlSn7ESURU7JmS7czMTKSmpiI9PR1qtRpGo7GwQyMiIiIiGzzXwL9SpUphwoQJjo6FiIj+nyAI0Gq10Gq1UCqV4lht05dEIinsEImIiIgom+dKsNPT03HixAkolUqry85069btReMiIqL/lzXZlkgkkEqlkMvlYtLNruREREREzsHuBPvIkSMYPXo0VCqV1XKJRMIEm4gon2SfjVwikUAmk4nJtkKhYOs2ERERUSGxO8GeP38+qlatikmTJiEwMBBSqd3DuImIyEFMM5Lr9XoxsWZ3ciIiIqLCYXeCffPmTSxbtgyNGjXKj3iIiOg5mYbsZO1OLpFILBJuIiIiIsofdt9p/ec//0FGRkZ+xEJERA4kCAIEQYBGoxG7k5vGb7u4uEAul7MXEhEREZED2X1nNWTIECxduhR3797Nj3iIiCifmMZvazQapKenIyUlBWlpaVAqldBqtVYnrSQiIiIi29ndgv3DDz/g0aNH6NChA/z9/eHm5mZWLpFIsH//focFSERE+cO07rZOpzMbv521SzkRERER2c7uu6cyZcqgTJky+RELEREVEmvjt6VSqVnCze7kRERERLmzO8GePXt2fsRBREROJPtyYMCz1m0XFxe4uLhwZnIiIiIiK567/9+NGzdw7NgxPH78GNHR0bhz5w5q1aoFLy8vR8ZHRESFLHvrtqll29XVFQqFopCjIyIiInIedifYBoMB06ZNw9atWyEIAiQSCTp16oSlS5fizp07iI+PZxdyIqJizGg0QqPRQKvVQiaTwdXVFYIgQCaTFXZoRERERIXK7gF1y5cvxw8//IDPPvsMx44dE1s2JkyYAKPRiAULFjg8SCIicj6CIECv1yMzMxOpqanQ6/XQ6/WcjZyIiIheWnYn2Fu3bsXIkSPRo0cP+Pn5idtr1aqFkSNH4tixY46Mj4iIigCj0YjMzEykp6cjNTUVSqUSer2+sMMiIiIiKlB2dxF/8uQJateubbUsMDAQaWlpLxwUEREVTabJ0VQqFdRqNeRyuTgxGmchJyIiouLO7rudSpUq4ciRI1bLTp06hUqVKr1wUEREVPSZ1tnOzMxESkoK0tPTodFoYDQaCzs0IiIionxhdwt23759MXXqVOh0OrRt2xYSiQS3bt3CyZMnsWbNGkycODE/4iQioiJMEASzNbazrq8tlz/3ghZERERETsXuu5q3334bSUlJWLFiBb799lsIgoAxY8ZAoVBg0KBBeOedd/IjTiIiKiayJ9symUxMthUKBdfYJiIioiLruZoNhgwZgqioKJw9exapqanw8fFB/fr1zSY9IyIiyotpJnK9Xg+JRCK2bru4uEAul3PcNhERERUpz90vz8vLC61atXJkLERE9BITBAGCIECj0UCj0bArORERERU5Nt2ttGvXDkuXLkWtWrUQGRmZa/c9iUSC/fv3OyxAIiJ6OeXUldyUcLMrORERETkbmxLs8PBweHp6ij/zpoaIiApS1q7karUaUqlUXAKMXcmJiIjIWdiUYM+ePVv8+fPPP7co1+v1kEqlvMEhIqJ8Z1pr22AwsCs5EREROZXnyoiXL1+OgQMHir+fOXMGzZs3x7p16xwVFxERkU1MXckzMzORlpaG1NRUKJVK6HQ6CIJQ2OERERHRS8TuBPvrr7/GkiVLULNmTXFbpUqV8MYbbyA2NhabNm1yaIBERES2MnUlV6lUSE9PR2pqKjIyMqDVamE0Ggs7PCIiIirm7O5Ht3nzZsTExGDQoEHitjJlymDixInw9/fHhg0b0KtXL4cGSUREZK+sXcm1Wi0AiF3JFQoFZDJZIUdIRERExY3dLdiPHj1C3bp1rZYFBwfj7t27LxwUERGRI5mWADN1JU9NTWVXciIiInI4uxPsChUq4Pfff7dadvLkSZQpU+aFgyIiIspP7EpORERE+cHuLuLvvPMOZs2aBb1ej/bt26NkyZJISkrC/v37sWHDBowbNy4/4iQiIsoX7EpOREREjmJ3gh0VFYWHDx9i7dq1ZrOGy2Qy9O3bF/369XNgeM+kpKRg/vz5OHz4MDIyMhAUFISxY8eiUaNGDj8XERG9vExdxbVaLbRaLSQSCWQymdkyYBKJpJCjJCIiImf1XIuFjh07Fu+//z7OnTuH1NRU+Pj4ICQkBCVKlHB0fACAMWPG4OnTp5g/fz78/f3xzTffYODAgdi2bRuqVauWL+ckIiIydSXX6/VQq9WQSqWQy+VwcXGBTCZj6zYRERGZea4EGwC8vb3RqlUrR8Zi1a1bt3Ds2DF8++23aNCgAQBg8uTJOHr0KHbv3o1Ro0blewxERERZu5JrNBpIJBIx4TYl23K5HFKp3dObEBERUTFhU4Ldrl07LF26FLVq1UJkZGSu3eMkEgn279/vsABLlCiBr776CvXq1TM7hyAISE1Nddh5iIiI7JE14QYg/m80JdumbuVMuImIiF4eNiXY4eHh8PT0FH8uyPFnPj4+aN26tdm2ffv24fbt22jRokWBxUFERJQb0/htU5dyUyu3XC4Xx28rFIpCjpKIiIjyk00JtouLi3jjMHLkSAQEBMDFxSVfA8vJmTNn8PHHH6Ndu3aIjIx8rmMIggClUungyPKmUqnMvudFrVaLM9pS/lOr1Wbfybmwfpwb6ydvUqkUUqnUbMK0gmDv/x4qWKwf58b6cV6sG+dW3OpHEASbG5klgilzzkX9+vWxevVqNGrUCLVr18amTZsQEhLywoHaa//+/Rg3bhzq16+PlStXws3Nze5jXLp0qUgkrTKZDDqdrlA+CCAiovyVtRu5TCYTu5EbjUauw01EROSEXFxcEBwcnOd+Nn18XrJkScybNw8tWrSAIAjYsmULjh49anVfiUSC4cOH2xetDeLj4zFz5kx06NAB8+bNe6EWdIVCgerVqzswOtuoVCr8+++/qFy5Mtzd3fPcPyMjo0h8GFBcqNVq3Lt3D+XKlXuuD28of7F+nBvr58Vkbd2Wy+UOXQ7M3v89VLBYP86N9eO8WDfOrbjVzz///GPzvjYl2OPGjcMnn3yC8+fPQyKRYMuWLTnumx8J9jfffINPP/0U0dHR+Pjjj194whiJRAIPDw8HRWc/d3d3m86v1+u5BEwhcHNzKxZvBMUV68e5sX5enF6vh8FgEJcDc3FxcchEabb+76HCwfpxbqwf58W6cW7FpX7s+dDbpgS7c+fO6Ny5MwCgVq1a2Lx5c4F1EU9ISMCsWbPQoUMHDBkyBE+fPhXL3Nzc4O3tXSBxEBERFRRBEKDT6cShQqZEW6FQFOhEo0RERGQfu2dY2bBhA6pVq5YfsVj1008/QafT4ZdffsEvv/xiVvbmm2/i888/L7BYClJmZiZUKhVkMhlvpoiIXmKCIECj0UCr1YrdyE3JNhERETkXuxPs8PBwJCQkYPHixTh58iTS0tJQokQJNGrUCMOHD3d48j106FAMHTrUocd0dr/++isOHjwIAHB1dYWvr6/Zl5+fH3x9feHu7s7km4joJZF13W2NRgOZTCa2bHM4ERERkXOwO8H+559/0Lt3b8jlcrRt2xYBAQFITEzEoUOHcPjwYWzZsqVAW7iLo2vXrok/azQaPH78GI8fP7bYT6FQiMl29uTbw8ODyTcRUTElCIK43rZKpRLHa5tmJSciIqLCYXeCPW/ePJQvXx5xcXFm45/T09PRt29fLFiwAEuWLHFokC+bFi1aYM+ePcjIyMh1P51Oh8TERCQmJlqUyeVyi6Tb9LOnpyeTbyKiYiLreG2JRCKus+2oydGIiIjIdnYn2H/88QdmzpxpMbmYt7c33n//fUybNs1hwb2satWqhaCgIDx69AhPnjxBamqq2VdKSgo0Gk2ux9Dr9Xj69KnZpHAmMpnMaqu3r68vvLy8eENGRFRECYIArVYLrVYLpVIJhUIhzkhORERE+c/u/7imbmjWuLi4cN1mBzEtJVa2bFmULVvWolylUiEtLQ0pKSkWCbhKpcr12AaDAUlJSUhKSrIok0qlOSbf3t7eTL6JiIoIU7KtVquRmZkp9ooytXATERGR49mdYAcHB2Pjxo1o27atWTdjQRAQHx+PevXqOTRAss7d3R3u7u4IDAy0KNNoNEhJSUFaWprY4m1KvpVKZa7HNRqNSE5ORnJyskWZVCqFt7e3RZdzU/LNcX9ERM7H1IVcq9VCpVJBrVaLs5GbvjhsiIiIyDHsTrBHjRqFd955B126dEGnTp1QqlQpJCYmYt++fbh16xbWrl2bH3GSHVxdXREYGGg1+dZqtWZdzbO2gmdmZuZ6XKPRKD42O4lEAm9vb6tjvn18fJh8ExE5ieyzkQPPeqDJ5XJOkkZERPSCnqsF++uvv0ZsbCyWLl0KQRAgkUhQr149rFq1Co0bN86POMlBXFxcUKpUKZQqVcqiTKfTWR3vnZqamueEa4IgIC0tDWlpabhz545FuSn5zt7y7ePjw66KRESFRBAEAM96Pmk0GkgkEsjlcjHZ5vszERGRfexOsHfs2IEmTZpgy5Yt4jhgHx8fuLu750d8VIAUCgUCAgIQEBBgUabX6612OU9JSUFGRoZ4k5aT9PR0pKen4+7duxZlnp6eObZ85zTen4iIHC/rjOTsSk5ERGQ/uxPs2bNnY+bMmShTpow4DpiKP7lcDn9/f/j7+1uUGQwGMfnOnoCnpaXlmXxnZmYiMzMT9+/ftyjz8PCwWOvblIAz+SYiyj/sSk5ERGQ/uxPskiVLIi0tLT9ioSJKJpOhRIkSKFGihEWZwWBAenp6jsm30WjM9dhKpRJKpdJq8u3u7m51tnNfX1+4ubk57PqIiF52OXUlVygU4nciIiJ6jgS7Z8+e+OSTT3Dy5EnUqFHDanfibt26OSI2KgZkMhn8/Pzg5+dnUWY0GpGRkSEm3dmXHMsr+VapVFCpVHj48KFFmaurq9XZzk3JN7s5EhE9v6xdySUSCbuSExER/T+7E+zPP/8cALBz506r5RKJhAk22UQqlcLHxwc+Pj4WZUajEZmZmVYT79TUVOj1+lyPrdFo8OjRIzx69MiizNXV1WqXc1dX1zy7sxMRkTl2JSciIvofuxPsAwcO5EccRGZMa257e3ujfPnyZmWCIIjJt7UEXKfT5XpsjUaDx48f4/HjxxZlMpkMf/75J0qUKGGRhHt6erJVhogoF7l1JTd1JyciIirO7P5PV65cufyIg8hmEokEXl5e8PLysvh7FAQBKpXK6mznqamp0Gq1uR7bYDDg6dOnePr0qUWZXC7Pccy3l5cXk28iomyydyVnsk1ERMWdzf/dNm/ejHXr1uH+/fuoUKEC3nvvPfTq1Ss/YyOym0QigYeHBzw8PFC2bFmzMkEQoFarrbZ6p6SkiF0bc6LX63NMvmUymdV1vk3Jt1Qqdeh1EhEVNUy2iYjoZWDTf7StW7di6tSpqFSpEtq2bYuEhARMnz4djx49wsiRI/M7RiKHkEgk4tJyZcqUsShPSUnBX3/9BR8fHyiVSrMEXKVS5Xpsg8GApKQkJCUlWZRJpVKL7uamJNzb25vJNxG9dKwl26YvTpJGRERFmU0J9saNG9GpUyfMnz9f/Kc3a9YsxMXF4cMPP+Q/QioWXF1d4ePjg2rVqlms767RaCxavE0/K5XKXI9rNBqRnJyM5ORkizLTWHNrM557e3tzciAiKvayJ9sAxFZt0xfvM4iIqKiwKcFOSEjAuHHjzP7BRUdHY8OGDbh79y4qVKiQbwESOQNXV1eULl0apUuXtijTarUWs5ybEvDMzMxcj2s0GsXHZCeRSODt7W3R5dzPzw8+Pj5Mvomo2DFNkqbVaqHVasUlwLJ2J2evHyIicmY2JdhqtRqenp5m2wIDAwEAGRkZjo+KqAhxcXFBqVKlUKpUKYsynU5nkXybvtLT03M9riAISEtLQ1paGu7cuWNRbkq+s7d8+/j4QKFQOOz6iIgKS/YlwLKO3TZ9JyIiciY2JdiCIFh0zzK1nhmNRsdHRVRMKBQKBAQEICAgwKJMr9cjLS3N6qRr6enpea7JnZ6ejvT0dNy9e9eizNPTM8eWbxcXF4ddHxFRQcrenVwqlYot2xy7TUREzoDTdhIVErlcDn9/f/j7+1uUGQwGMfnOnoCnpaXlmXxnZmYiMzMT9+/ftyjz8PCwOtu5n58fk28iKjKyt24Dz3oUsSs5EREVJpsT7CNHjuDmzZvi70ajERKJBIcPH8bff/9ttm+3bt0cFiDRy0gmk6FEiRIoUaKERZnBYEB6errVMd9paWl59ipRKpVQKpV48OCBRZm7u3uOa327ubk57PqIiBzJ9KGjRqOx6ErOZcCIiKgg2fwfZ+nSpVa3L1682Ox3iUTCBJsoH8lkMvj5+cHPz8+izGg0IiMjw6LLuenLYDDkemyVSgWVSoWHDx9alLm6ulqd7dyUfLNrJhE5i+xdyWUymVmyzfcrIiLKLzYl2AcOHMjvOIjIAaRSKXx8fODj42NRJggCMjIyclxuTK/X53psjUaDR48e4dGjRxZlLi4uVruc+/r6wt3dnTezRFRoBEGAXq+HXq+HWq3mrORERJSvbEqwy5Url99xEFE+My375e3tjfLly5uVCYKAzMzMHJcb0+l0uR5bq9UiMTERiYmJFmUKhcJql3NfX194enoy+SaiAsNZyYmIKL9xUBIRQSKRwMvLC15eXhYfqAmCAJVKZdHibfpZq9XmemydTocnT57gyZMnFmVyuTzHMd9eXl5MvokoX3FWciIicjQm2ESUK4lEAg8PD3h4eKBs2bJmZYIgQK1WWyTdpu+mmX1zotfr8fTpUzx9+tSiTCaTmSXcHh4eyMjIQOnSpeHq6spunUTkUDnNSm5q2TYtT0pERJQbJthE9NwkEgnc3d3h7u6OMmXKWJRnTb6zJ+BqtTrXYxsMBiQlJSEpKcls+8WLFyGVSi26m5tawb29vZl8E9ELyWlW8qxjt4mIiKxhgk1E+cbNzQ1ubm4IDAy0KNNoNDlOuKZUKnM9rtFoRHJyMpKTky3KpFIpvL29rY759vHxYSsUEdkta1dy00Rp7EpORETWMMEmokLh6uqK0qVLo3Tp0hZlWq3WYsI1U2t2XmO+jUaj+JjsTBO9ZW/1NiXfXCuXiPLCruRERJQbu+8m1Wo1Fi1ahBMnTiA9PR1Go9GsXCKRYP/+/Q4LkIhePi4uLihVqhRKlSolblOpVLhx4wYqVaoErVZrda3v9PT0XI8rCALS0tKQlpaGO3fuWJRnT76zfrFLKBFlZ60ruUwmM5uZnENWiIheLnYn2LNmzcLmzZvRoEED1KhRg/84iKhAyeVyeHt7o2TJkhZler0eaWlpFl3OTcm36WY4J+np6UhPT8fdu3ctyjw9PXNcbszFxcVh10dERVfWNbdNrdtZk225XM7u5ERExZzdCfZPP/2EDz/8EMOHD8+PeIiInptcLoe/vz/8/f0tygwGg5h8Z0/A09LS8ky+MzMzkZmZifv371uUeXh45LjcmKurq8Ouj4iKDtN7StZlwCQSiVmybepOzqSbiKj4sDvB1ul0aNSoUX7EQkSUb2QyGUqUKIESJUpYlBkMBmRkZFhd5zstLc1iKEx2SqUSSqUSDx48sChzd3e3Otu5r68v3NzcHHZ9ROTcBEGAIAhm3cmlUin0ej0kEgkMBkNhh0hERA5gd4LdsmVLHD58GBEREfkRDxFRgcu65nZ2RqMRGRkZVlu+U1NT87wpVqlUUKlUePjwoUWZq6urRYt31uSbrVpExZdpsjS1Wo2MjAykp6fDYDCYtW6zSzkRUdFjU4K9Y8cO8ee6deti0aJFePz4MRo2bAgPDw+L/bt16+ao+IiICpVUKoWPjw98fHxQoUIFszJBEMyS7+wJuF6vz/XYGo0Gjx49wqNHjyzKXFxcLLqcm352d3fnTTdRMWI0GmE0Gs1mJze9xrMm26bvRETkvGx6l544caLFtj179mDPnj0W2yUSCRNsInopmJb98vb2Rvny5c3KBEFAZmamxUznpiRcp9PlemytVovExEQkJiZalCkUCqut3r6+vvD09GTyTVQMZB/DDcDqOG4m3EREzsWmd+UDBw7kdxxERMWKRCKBl5cXvLy8UK5cObMyQRCgUqmsdjlPSUnJc61vnU6HJ0+e4MmTJxZlcrk8x+Tby8uLyTdREZbTOG65XC6uxc3VXYiICpdNCXbWm8MdO3agdevWVicKSkxMxI4dOzB48GDHRUhEVMxIJBJ4eHjAw8MDZcuWNSsTBAFqtdpql/OUlBRx6Z+c6PV6PH36FE+fPrUoyzrW3FryzRtzoqLFNI47a7dyU1fyrF98bRctgsEAbXIy9BmZkCrkkPv4QOHtXdhhEZGN7O5XNGnSJGzatMlqgn3lyhUsWrSICTYR0XOSSCRwd3eHu7s7ypQpY1GeNfnOnoCrVKpcj20wGJCUlISkpCSLMtNYc2vjvr29vXmDTlQECIJg0aUcePb6NiXapu9s7XZO+oxMJP1xGglr1kGflgYA8AqqiRojR8CjfLk8Hk1EzsCmBHvIkCH4559/ADx78x4+fDhcXFws9nv69CkqVqzo2AiJiEjk5uYGNzc3BAYGWpRpNJocx3wrlcpcj2s0GpGSkoKUlBTcunXLrEwqlcLb29tqy7ePj4+4li8RORfTOG5TK7eJKfE2tXBz1nLnkXb1Gv7+cpHZtoxr1/Hnx1MQEvsF3EqVKqTIiMhWNifYW7ZsAQBs374dderUgb+/v9k+ptaP7t27Oz5KIiLKk6urK0qXLo3SpUtblGm1WqSlpVld6zszMzPX4xqNRvEx2ZkmevPy8gLwbE3wUqVKick3J2Aicj6mxFuv10Ov1+c6a7lMJmPSXUC0KSm4tX6D1TJdairSr15ngk1UBNh059OgQQM0aNBA/H3YsGEWy9UQEZHzcnFxQUBAAAICAizKdDodUlNTLRLw1NRUpKen53pcQRCQlpaGtP/vynj//n2zci8vL4tWb9OXQqFw3AUS0QvJadZyABbjutnSnT8EnR7K23dyLE+7fBmlWjYvwIiI6HnY3bQwe/bsHMuUSiVOnz6NVq1avVBQRERUcBQKRY7Jt16vR1pamtVx3+np6eJNeU4yMjKQkZGBe/fuWZR5enrmmHxbG4ZERAUrr6RboVCIS4aRA0ilcPEvAW1SstVi9wrlrW4nIudi9zvi/fv3MWXKFPzxxx85ruN65cqVFw6MiIgKn1wuh7+/v8WwIODZuE5T8v3kyRPcuXMHEokE6enpSE9Ph9FozPXYmZmZyMzMtGj1BgAPDw+rY759fX3h6urqsOsjIvtkT7pNM5cz2X5xLv4lUK5HdySsWm1RJpHLUSJLb1Iicl52vwvOmjUL586dQ8+ePXH27Fm4u7sjNDQUx44dw/Xr17F48eL8iJOIiJyMTCZDiRIlUKJECQQGBsLNzQ3VqlWDu7s7DAYDMjIyLMZ8mxLyvJJvpVIJpVKJBw8eWJS5ublZJN2m393c3PLrconIiqwzlzPZfjESiQQBLZoj89YtPP55v7hd5uGBWpPGw7WUZS8jInI+dr/z/fHHHxg9ejT69OmDjRs3Yv/+/fjoo48wZswYDBgwAAcOHEC7du3yI1YiIioisq65nZ3RaMT/tXfnYU5VBxvA35t9T2YfNoGCgIiM7OCGQFGLioj1saJoxaq17lSsfrZCRVyqFoqKSsWlUIp1wbqgn6i1SlVU0E8rYhFlZ5g1+557vz/oTbPPZMgkmeT9PU+eCffc3DmZQ2by5mxutzvtdmOxqx2n4vf70djYiMbGxqQyrVabcsi5zWaDTqfjvFGibpQYtuVtwRJvfB2mp7FZMfDSS9B31jnw7tsHpcEAXV0dNJUVUPADC6IeIetXqsfjwTHHHAMAGDRoULTHWqlU4qKLLsK9996b2xoSEVFJkXedsFgsSQtmSpIEj8eTcrVzh8OBcDic8dqBQACHDh3CoUOHkso0Gk3aOd8Gg4Fv+olySJKktNuDxS6aFrs3N1+Dh6lMRqhMRuj79C50VYioC7IO2LW1tWhubgYA9O/fHw6HA01NTaitrYXVakVra2vOK0lEROVBEASYTCaYTCb07Ru/oI8cvlOtdm6329OuCyILBoNobm6O/g2LpVarUw45t1qtMBqNfONPlAOZFk0DkDZ0J96IiIpZ1gF78uTJ+MMf/oD6+nqMHj0a9fX1ePLJJ3HttdfihRdeQF1dXXfUk4iIylxs+O7dO75nR5Ik+Hy+pB5v+d/BYDDjtUOhEFpaWtDS0pJUplKpUg45t1qtMJlMfMNPdARidyKQ9+WWpXptJYZthUIBhUIBlUoVDeZ8TRJRIWUdsK+//nr861//wvLly/H000/jpptuwq233opnnnkGAHDHHXfkvJJERESZCIIAg8EAg8GAXr16xZVJkgS/359yyLnD4YDf78947XA4jNbW1pQjtGLnmicGcJPJBIVCkdPnSVROUm0DmGlrQDlYp+oJ597dRJQvWQfsiooKPPfcc2hqagIAzJw5E71798bnn3+OkSNHYvz48TmvJBERUVcJggC9Xg+9Xo/6+vqk8tjwnRjAfT5fxmtHIhG0tbWhra0tqUyea55q3rfZbIZSqczZc+zpfIEQ/IEIFEoBViO3YaOukcN3up7wVAuu8XVIRLnW5eUIa2tro/fHjh2LsWPH5qRCRERE+aTT6aDT6VJOcQoGgymHnDscDni93ozXFUURdrsddrsdu3fvjisTBCEavhN7vi0WS9m86Q+GImhq8+Jv7+/Ejj12mA0aTJ9wFBqOroHVxKBNuZEqeMuhW+7dlsO2Wq1mTzcRHZFOBezbbrut0xcUBAF33313lytERERULDQaDWpra+M+VJYFg8GUC645HA643e6M15UkKXpuInmueWyvt3zfYrGU1N7C+5pceGDNFkT+E4B8wTD+/L/b8fWuNlx02jCYjJoC15BKlRy6Y1c6T1zlXKVSQRTFknrNEVH369RvjPXr10MQBNTV1XU4n4yf+hERUTnQaDSorq5GdXV1Ulk4HE4759vlcmW8riRJcLlccLlc2Lt3b1K5yWRKudq51WqFWq3O2fPrbi5PEH9585touI619ZsmzDhhIAM25VWqVc4DgQD8fj88Hg8AcD9vIupQpwL2j370I7z77rsIBAL40Y9+hDPPPBNjxozp7roRERH1SCqVClVVVaiqqkoqC4fDcDqdKYedu1yujIs4AYDb7Ybb7cb+/fuTyoxGY9KQc51O1+H+4YXgC4ax51D6Dxu+2dWGfnXmPNaIKJkoivD7/QgEAtFOJnkF89iwLa9mzuBNRJ0K2EuXLoXf78c777yDDRs24LLLLkNVVRXOPPNMnHnmmTjmmGO6u55E1E2cfhcikgi9UgudRlfo6hCVPJVKhcrKSlRWViaVRSKRpPAtB3CXywVRFDNe2+PxwOPx4MCBA0llW7ZsSTns3Gq1QqvN/3xnhSBAASDdM9JqymMeOvU8kiRBkiSIophyP+/Y1cvl+/Jx7ulNVPo6PalEp9NhxowZmDFjBtxuNzZu3IgNGzbg6aefRt++fXHWWWdhxowZ+MEPftCd9SWiHHH63fjy0Ha8/f0/4Ql48IPK/jhzyFTUmqqhUfacYaZEpUSpVKKiogIVFRVJZaIowuVypR163lH49vl88Pl8OHjwYFKZTqdLCt3yfZ2uez54MxlUGHl0LT7f0ZRUJgAY0j/5Z0BUrGJHnsTO65alCtOpAne6W+I1Ut1ncCcqDl1atcFkMuHcc8/FueeeC7vdjo0bN+L111/HY489hiFDhuDFF1/MdT2JKIfcQQ9e+Oo1fH5oW/TYtuZ/Y3vzt7h+0jwMrOhXwNoRUSoKhSIafhOJogi32512u7HEN/uJ/H4//H4/Dh06lFSm1WpT9nrLw8+7+mZep1HjvKmDseugA3Z3IK7swtOGwcLtuqiEpJr60dHrMla2r7NMQV0O9vLXdMeIqGuOeFlEr9cLt9sNr9eLSCSSck4YERUXu88ZF65lIkQ8/9VruHrcXJi0xgLUjIi6Qt5z22KxoF+/+A/IvF4vtm3bhsrKSvh8vqTw3dH87EAggKamJjQ1Jfc0azSatAuuGQyGDt+o11YYcMvcsfhmdzv+b0cLKiwanNTQB5VWHfRartxMJOtobYYjOT/xdZoYtuWh7p3pZSeiLgbsxsZGvPHGG3j99dfxxRdfwGQyYdq0abj66qtx4okn5rqORJRjO1q/T1u2z3kQvnCAAZuoRAiCAJ1Oh169ekGv18eVSZIEr9ebcsi53W6Pzi9NJxgMorm5Gc3NzUllarU6acE1+b7RaIy+Ia+y6nHCSD0mjKiHsoOdSogo9xLDeKae9XRBWg7Z8kJwiQvCZTMUnqin63TAPnToEF5//XW88cYb+Pzzz2EwGDBlyhRceeWVOPnkk6HRcCsNop5Cq0o/9FKAAAX/yBGVBUEQYDQaYTQa0bt377gySZKiPd6Jw87tdjuCwWDGa4dCIbS0tKClpSWpTKVSxYXv2ABuMpn4RpuoSKXrGY/dV7wjHYX0zt4ikQhUKlXZ/r4QRRGiKEYX3UtFPp5qnn7iBxux10n8Givx5x3779jHye0TiUQQCoWiZbF1jr2ZzaWza0SnAvaFF16I//u//4NWq8XkyZOxfPlyTJ48uSCrjhLRkRtcNQACBEhI/sV5XN0wGNWGAtSKiIqJIAgwGAwwGAzo1atXXJkkSfD7/WnnfPv9/ozXDofDaG1tRWtra1KZUqlMCt9yADeZTNGeMSLqmToKg50hCEJ0f/L29nYEg8GkYe2x5yY+NvF44mJy2faqy2E38Rbbs5943dg6pgu2sSvWJ94y/bwSyzI9D0EQsp6C0Bl+vx9utxtOpzM6Gird9ym1D0k6FbA/++wzKJVKDB48GG1tbVizZg3WrFmT8lxBEPDMM8/ktJJElFtWjQnnH3sW/vrVK3HHLVozZg6bDp2aH54RUXqCIECv10Ov16O+vj6pPFP49vl8Ga8diUTQ1taGtra2pDJ5rnmqnm+z2RzdDomISlvsNmmiKHa4lkQ6nQl2mXp9RVFEJBKJC46ZwmpXgmQuwm82YTxX5HbJ1MNeqjoVsMeNGxe939EPqNx+gEQ9kVatxejeIzCwoh8+3LcFdp8Tx9UNw9GVA1BhsBW6ekTUw+l0Ouh0OtTV1SWVBYPBtHO+vV5vxuuKogi73Q673Z5UJghCUviWA7jFYmH4JqIkncktucw2zEnloVMBe/Xq1d1dDyLKM71aB71ah/OGz4Aoihx2SUR5odFoUFNTg5qamqSyYDAIp9OZFMDtdjs8Hk/G60qSFD0/kSAIMJlMSSudyzeViiuWExFRbvAvChExXBNRUdBoNKiurkZ1dXVSWTgcTjnk3OFwwOVyZbyuJElwuVxwuVzYu3dvUrnJZEq73Zharc7Z8yMiotLHgE1ERERFT6VSoaqqClVVVUllkUgETqczKXg7HA44nc4Oh2W63W643W7s378/qcxoNKbdbow7qBARUSIGbCIiIurRlEolKioqUFFRkVQWiUTgcrlS9nw7nU6Iopjx2h6PBx6PBwcOHEgqMxgMabcb404rRETliQGbiIiISpZSqYTNZoPNZkP//v3jykRRhNvtji6cltj73VH49nq98Hq9OHjwYFKZTqdL6vGW7+t0upw+RyIiKh4M2ERERFSW5G2/LBYLjjrqqLgyURTh8Xiiwdtut8cNQ49EIhmv7ff74ff7cejQoaQyrVYbDd1GoxF+vx8mkwl1dXXQ6XQltycsEVE5YcAmIiIiSqBQKGA2m2E2m9GvX7+4MkmS4sJ34i0UCmW8diAQQFNTE5qamqLHtm/fDuDwQm/php0bDAaGbyKiIseATURERJQFedsvk8mEvn37xpVJkgSv15t2r++OwncwGERzczOam5uTytRqdcptxmw2G4xGI8M3EVERYMAmIiIiyhFBEGA0GmE0GtG7d++4MkmS4PP54kJ3a2srmpubEQgEEAwGM147FAqhpaUFLS0tSWVKpTLtVmMmk4nbMRIR5QkDNhEREVEeCIIAg8EAg8GAXr16AQB8Ph927tyJQYMGAUDScHO5F9zv92e8diQSQVtbG9ra2pLKFApF2q3GzGYzwzcRUQ4xYBMREREVAb1eD71ej/r6+qSyQCCQcs633W6Hz+fLeF1RFNHe3o729vakMnmuearVzs1mM5RKZc6eHxFROWDAJiIiIipyWq0WdXV1qKurSyoLBoNJq5zL4dvr9Wa8riiK0fMTCYIAs9mccrsxi8XC8E1ElAIDNhEREVEPptFoUFtbi9ra2qSyUCiUcsi5w+GA2+3OeF1JkuB0OuF0OrF3796k8lThW76pVHyLSUTlib/9iIiIiEqUWq1GdXU1qqurk8rC4TCcTmdS8Lbb7XC73ZAkKeO1XS4XXC4X9u3bl1RmMpnSLrqmVqtz9vyIiIoNAzYRERFRGVKpVKisrERlZWVSWSQSiYbvxADudDo7DN9utxtutxv79+9PKjMYDCnnfFutVmg0mpw9PyKiQmDAJiIiIqI4SqUSFRUVqKioSCqLRCJwuVwph547nU6Iopjx2l6vF16vFwcOHEgq0+v1KYec22w2aLXanD0/IqLuwoBNRERERJ2mVCphs9lgs9mSykRRhNvtThpyLt/vKHz7fD74fD4cPHgwqUyn06Wd863X63P19IiIjggDNhERERHlhEKhgMVigcViSSqTw3eq1c4dDgcikUjGa/v9fvj9fhw6dCipTKvVpp3zrdfrIQhCzp4jEVEmDNhERERE1O1iw3ffvn3jyiRJgsfjSbndmMPhQCgUynjtQCCApqYmNDU1JZVpNJqUQ86tVisMBgPDNxHlFAM2ERERERWUIAgwmUwwmUxJZZIkwev1Jg03l//dUfgOBoNobm5Gc3NzUplarU4K33IANxqNOXt+RFQ+GLCJiIiIqGgJggCj0Qij0YjevXvHlUmSBL/fn3bOdyAQyHjtUCiElpYWtLS0JJWpVCqYzWYolUq0traiqqoqGsBNJhMUCkVOn2ep8vpDcHmDcLiD0GtVMBs1sJm4YB2VLgZsIiIiIuqRBEGAXq+HXq9Hr169ksoTw3dsAPf7/RmvHQ6H0d7eDgBJAVyhUKTt+TabzQzf/2F3B/DCOzvw8bbG6LHaCgN+cV4DelVzhACVJgZsIiIiIipJOp0O9fX1qK+vTyoLBAJJ4Vu+eb3ejNcVRRHt7e3RAB5LoVDAbDYnLbYmh2+lUpmz51fMguEINn60Oy5cA0BTuxfL1m3FrZeMQ4VFV6DaEXUfBmwiIiIiKjtarRZ1dXWoq6tLKgsGg3A4HGhqasKuXbugVqvhdrvhcDjg8XgyXlcUxWhQTyQIAsxmc9Jq5zabDRaLpaTCt9MdwHuf709ZZncH0NTuY8CmktQjArYoinj44Yfx3HPPwel0YsyYMVi4cCH69+9f6KoRERERUYnRaDSoqamByWSCJEkYNGhQdK/tUCiUcr63w+GA2+3OeF1JkuB0OuF0OrF3796kcjl8p9pyTKXqEW/bo0JhCcFw+q3Xmu1eDO1fkccaUTGRJAltTj92HXSixe7HoP4BDOxtRU1Fz99Wr0e8UlesWIF169bhnnvuQV1dHe6//35cccUVePXVV6HRaApdPSIiIiIqE2q1GtXV1aiurk4qC4fDcDqdKcO3y+WCJEkZr+1yueByubBv376kMpPJlDZ8q9XqnD2/XNGoFdBpVPAHwynL66sMea4RFZMDzR48uHYLPP4QKiw6/O+nzQiEIrjnFydiYG9roat3RIo+YAeDQTz55JNYsGABJk+eDABYunQpTj75ZGzcuBFnnnlmgWtIRERERHR45fHKykpUVlYmlUUikWj4TgzgTqezw/Dtdrvhdruxf3/ysGuDwZA05Fy+X6jOKKtJg+njj8Irm75LKqu1GVBt1RegVlQMHO4AHlv/BTz++C32PL4Qljz1MX533cmo7MHTB4o+YG/fvh0ejwcTJ06MHrNYLBg+fDg++eQTBmwiIiIiKnpKpRIVFRWoqEgeFh2JROByuVKudu50OiGKYsZre71eeL1eHDhwIKlMr9enDN42mw1abfdtl6VSKnHyqD7wBcJ4d8tehMXDHyAM7GXFvJnHwmbuuQGKjozLE0RTe+qFBA+1eeFwBxiwu1Nj4+GVBxO3XqitrcXBgwe7dE1JkjpcHbI7+Hy+uK8d8fv9CAaD3VkliiFv19HRth1UGGyf4sb2KV5sm+LG9ilu+WwfrVaL2tpa1NbWxh0XRREejyc6dzv25nK5EImkn+cMHH7f6fP5ou+pE7+nxWJJedNqtUc8F1ajAGZM7IdTRvWB1x+CRqWEUaeEVi10+v1wOnztFLdM7RMMZf4/6w+GC5LVMpEkqdOvh6IP2PKLL3F4i1arTbk6Y2eEQiF8/fXXR1y3rtq1a1eH5yiVSoRCoaL7z1UOUg29ouLB9ilubJ/ixbYpbmyf4lYs7aPRaOLmf0uShEAgEA3RibeOer4DgQCam5vR3NycVKZSqaJ7jCfe1Gp1l8K3B0DyxmZHpljahlJL1T626j5QKRQIp/j/qVIK0KtR0KyWTmenWxR9wNbpDg8PCAaD0fvA4V8I8mqO2VKr1Rg8eHBO6pcNn8+HXbt2YcCAAZ2qu9vtZg92Hvn9fuzfvx99+vSJ+79GxYHtU9zYPsWLbVPc2D7FrSe3jzxiM1XPt9PpRDicevExWTgcji66lkitVqft+dbr87MKdE9um3KQqX1EETh9Yn+89sH3SY+bNXkQKq161FYck6+qdsq3337b6XOLPmDLQ8Obmppw1FFHRY83NTVh2LBhXbqmIAgwGAq3cqFer+/U9w+HwyW1H2JPodPpuvzhDXU/tk9xY/sUL7ZNcWP7FLee2j4GgyHlaudy+Jbnejudzuicb7vdjlAolOJq/xUKhdDa2orW1takMpVKlXLOt9Vqhclkynn47qltUy7Stc+UMf1QYdHi1U2HQ3aFWYsLpg/BCcf1hsXUfWsDdFU2/2+LPmAPGzYMJpMJmzdvjgZsp9OJbdu24eKLLy5w7YiIiIiIehZBEGA0GmE0GtG7d++4MkmS4Pf741Y5j70fCAQyXjscDqcN30qlMu1WYyaTCQqFIqfPk4qX2ajBSQ19MGLQ4Q+AqiorYTPrevwe2EAPCNgajQYXX3wxHnjgAVRWVqJPnz64//77UV9fj+nTpxe6ekREREREJUMQhOhc68RFhoHDQ38TQ7d8v6MFxyKRCNra2tDW1pZUplAoYLFYknq9bTYbzGYzw3cJEgQBFf8J1RWW0hmFUPQBGwCuv/56hMNh/PrXv4bf78e4ceOwatWqgu3rR0RERERUjnQ6HXQ6Herq6pLKAoFAyq3G7HZ7h6uGi6IIu90Ou92eVKZQKGA2m+PCt16vh9fr7XAVdaJ86xEBW6lUYsGCBViwYEGhq0JERERERCmk22oMOLxgcarw7XA44PF4Ml5XFMXouYk++eQTmM3mlHO+LRYLVKoeEXeohPB/HBERERERdSuNRoOamhrU1NQklYVCobjwHXtLtYp5LEmSoiuj7927N6lcDt+p5n0zfFN34P8qIiIiIiIqGLVaHbe/d6xwOAyn05ly3ndH4RtAdKuxffv2JZWZTKa48C0HcIvFwqmo1GUM2EREREREVJRUKhUqKytRWVkZd9zn82HHjh2ora1NufCa0+mEJEkZr+12u+F2u7F///6kMoPBkHLBNavVyvBNGTFgExERERFRj6NQKGC1WlFfX59UFolE4Ha7U6527nQ6IYpixmt7vV54vV4cOHAgqUyv16cccm6z2aDVFt8ezpRfDNhERERERFRSYvfcTiSKYlz4bmtvQ2t7G9ra2xDw+iGJmXu+fT4ffD4fGhsbk8p0Ol3aOd86XWns80yZMWATEVFe5frNhSAIEAQBCoUiej/T94y9n2n4oFwmiiIkSYq7dVY25+ZCqueuUCigVqujP59cf69MP8/ufv75/vkSUWmQ99y2WCzwhwL47OC/8J7775BqJUACVBEFBhv7Y2zVcQh6/HGLroXD4YzX9vv98Pv9OHToUFKZVqtNOedb3naM4bs0MGATEZWxjv6Yx4ao2PCaKlyZTCYYDAbodLq4x6Q7P905sVIFtti6pAvU3SldyE48JooiRFFEIBiAK+BBJBKGCiro1Nqk8zM9h8QPDzLd5PNjbz6fD0ajERaLBXq9Pm19Mx1P9z06Q75e7NdUxxJ/Don3Uz2uo+slnhd7fmc/NGGIJypt7X471v3r5f8eEICwSsT2wPcYbh2KUxpOiP4+kiQJHo8n5VZjDocDoVAo4/cKBAJoampCU1NTUplarU6a8y3fjEYjw3cPwoBNRNTNsv2jmCrEZAo2mQJq4vF010kXzjpbd4VCAYVCAZ1OB4PB0KnH9FSd/bkolUo0e1rx8o638NHerQAkNNQeg3OGnY4qfQUUSN3Ouf4AQRAEhMNhKBQKKJXKI7pWV79/7Ndi1FHoTgzn8qiGVMdShXsiKl6f7P8ibdk733+I43uNgFVnBnD495jJZILJZEKfPn3izpUkCV6vNxq8E1c+DwaDGesRCoXQ3NyM5ubmpDKVSpVyyLnVaoXJZCrq36/liAGbiOgIxf5hk4Nm4i3x3EzBuaf+oexowZhy0+ptw2//vgxNnpbosff2fIyP9n+G+077H/SxJC/KQ4WRy5EQoigiEolERzDI9yORCMM3URFq99nTlrmDHohS5/62CYIAo9EIo9GI3r17x5VJkgS/35+04JrT6YTdbkcgEMh47XA4jNbWVrS2tiaVxc41TwzgJpMp7j0I5QcDNhFRjHRzWFMN0439t9w72FPDMeXetqYdceFaFoyE8OK213Hl2DnQqrjabKlJ/FAtVqrwHYlEoNPpor9PGL6J8mtE3TBsPfivlGWDKvpDqzzyLbkEQYBer4der0evXr2SylNtMybf9/v9Ga8diUTQ1taGtra2pDJ5rnmq1c7NZjPDdzdhwCaikpMu5KabxxoboOXHJx4jykZYDOODvVvSln/euA3uoI8Bu8ykCt/y1Ap5b11JkqIhXB56Lt9kDOFEufODin6o0FnR7nfEHVdAgbOHToNBo0/zyNzR6XTQ6XSoq6tLKgsEAnHzvGNDuNfrzXhdURRht9tht9uxe/fuuDKFQgGz2Zxy2LnFYinIlKJSwYBNRAXXmYW2VCoV9Ho9NBoNNBpN3JDOxOAsP6bQi2FR+VJAAYvGlLbcoNZDyf+P9B/hcBiCIECtVqc9JzZsy/flYeccgk7UdRV6G66dcBle+WYjvmj8GiJE9DbX4/wRZ6LOVFPo6kGr1aK2tha1tbVJZcFgMC58xwZwj8eT8bqiKEYfs2fPnrgyQRCi4TsxgFssFqhUjJCZ8KdDRF12JCsfx/YWJ35NFYq9Xi+0Wm10pWqiYqZQKDB98Cn4+64PU5afOWQqrDpLnmtFPZkgCFAqlRl7lWJ7u8PhcHQIutz7zeBNlFq1sQJzjjsHM4dOhwgJepUWJq2x0NXqkEajQU1NDWpqkj8ICIVCSeFbvrlcrozXlSQJTqcTTqcTe/fuTSqPDd+xAdxisWT8oLBcMGATlaFMq013duuf2ICcr57ijvaeJCom9aYazB5+Bl7c9kbc8RG1wzCh7yiOqKCcix2CrtH8d96oHLTlWzgcZugmSqBVa6FVl860HbVajerqalRXVyeVhcPh6CrniT3fLperw98LLpcLLpcL+/btSyozGo2w2WwwGo3RHSxqa2thsVjifi+VMgZsoh4iF6GYQ6iJ8sekNeKsIdNxQr+x+GDvVgTCfkzoOxr1phrY9Oy9pvxJ1fMdO6w8tqc7dr43wzdRaVKpVKisrERlZWVSWSQSiQvfsXO+nU5nh78XPB5P3PD07777LnrfYDCknPNdUVGRuydXBBiwiQokcQ9ipVKZcUi1fB5DMVHPYdIaYNIacJStT8cnE+VRR6udy0PMw+EwwuFw0t7gRFSalEolKioqUobeSCQCt9udcrVzp9PZ4XadXq8XXq8XBw8ejDsuCAImTZqE6dOn5/S5FAoDNlE3ig3GcoDuaJ9kIiKiQlIoFHFDOeVebjlsyz3eDNxE5SV2z+1EoijC7XZHg3dLSwsOHjyISCQCl8uFSCSS9rqSJOGjjz7CtGnTSuI9MQM20RGI7T1ODNCJ/yYiIuqJ5J0cYlcOlkN2KBSKhm+Aw8qJypW857bFYkG/fv3g8/mwc+dODBo0CDqdLi58x/aAOxwOhMNhNDQ0lMz7ZQZsohiJw7ZjJfY4K5XKpKHdRERE5UCe1y33dEuSFA3bcvDmtmFEBPx32y+z2Yy+ffvGlclbDabahqynYsCmHq0zoTZx/nKq+zKTyQSj0Qij8fDWDHKY5lxnIiKi9ARBSFohWF44LdW+3VxMjYiA/46QKSWl9WyooDobQFMt2BX773Tnpbofe25H53dEHpai1WrLZhsBIiKi7tKZfbtj53VzMTUiKgUM2CUsm8DbmXCazXkdnV+s+EediIgoP+TF1GKHmadaTE0uIyLqCRiwe4DEQCqH1cShy6m2eIo9P9N9IiIiokJKtZgae7mJqKdhwC5iWq0WWq02KVCXygp7RERE3SXi90AKByGotVBqDYWuDnVRql7u2LDNXm4iKjYM2EVMq9UWugqUwO5zoN3vhNPvQqXBBqvOAovWVOhqERHRf0T8HgQPfY/2955DqP0gNDX9UHHKBdBU94NCqy909egICYIAtVoNtVodPSaHbPZyE1ExYMAm6qSDrib87v1Hsd/VGD02vGYIrpv4U1QZKgpYMyIiAgAxFIT7q01ofWNl9JjP1Qrfd5+j9txfwjhsAgRF+kW3qGdKtWVYbNgOh8PR1cyJiLobxxoXGTEcQsjehEDjdwi27kfE5yp0lQhAu8+B+95fEReuAWBb87/x9GfPwRvyF6hmREQki3jsaHvr6ZRlLW88jrC7Pb8VooKQe7l1Oh1MJhNsNhusVivMZjN0Oh3UajXXoSGibsMe7CIS9jjg2vom7B+uhxQKAAB0/Yaj5uxroa6oK3Dtylu7z4EDrkMpyz7e/zku8s+CQa3Lc62IiChWxN0GKRxMWSb63BA9TsBSnedaUTFI18st30KhUPQ4EdGRYA92kZDECDxfbUL7e+ui4RoA/Hu34eBf7kTY1VbA2pHD70xbJkkS/OFA2nIiIsoToYPh31wklP5D7uXW6/Uwm82oqKiAyWSCTqeDSqVi7zYRdRl7sItE2N2O9k3PpS5rb0So7QBU5so814pkmeZYKxVK6NVcOIeIqNCUpgoodEaIfk9ymbkKSoO5ALWinkAQhLjVyuWebUmSoNFoGLiJqNP4UW6RkEIBiBnmWweb9uSxNpTIprNgWPWglGU//MFJsOksea4RERElUplsqDnnBkBIeHujVKF21o1QmvhBNXWOSqWCTqeDwWCA0WiE2WyGVquFUqlk2CaijNiDXSQElQaCWgcpzWJZ6or6PNeIYll0Ztww6XKs2vIXbDnwL0iQoFQo8cMfnITzhv8IWpWm0FUkIip7glIFff8R6HvlUji3volg8x5oew2CuWEa1LZaBiPqklAoBJVKBYPBEJ27HQqFEAqFEIlEOG+biOIwYBcJpckGy9gz4PjwpaQyhd4MdU2//FeK4lQZKnDtxMvg8LvgDwdgUOth05mhVXG/ciKiYqFQa6Gp7ouqaZdCioQgqNTcmotyJnEfbjlsB4NBhm0iAsCAXTQUSjWs485C2N4Ez9cfRI8rzVWov+B2qLjqaVEwqPUwcL41EVHRE5RKCEoGa+peKpUKKpUKer0e4XAYwWCQPdtEZY4Bu4iozBWonnEVKib/BGFHMxQ6E1TmCqjMVYWuGhERERFlIIdtANEh5MFgEKIoMmwTlREG7CKj1Jmg1JmgqepT6KoQERERURfIw8gNBkM0aIdCIYZtojLAgE1ERERE1E1i52zLPdscRk5UuhiwiYiIiIjyINUCaaFQKLrnNhH1fAzYRERERER5FrtAmiiKcfO2ATBwE/VQDNhERERERAWkUCig1Wqh1WohimLciuSSJDFsE/UgDNhEREREREVCoVBAo9FAo9FAkqS4edtcJI2o+DFgExEREREVIUEQomEb4CJpRD0BAzYRERERUQ+QuEha7EJpDNtExYEBm4iIiIioh5EXSdPpdFwkjaiIMGATEREREfVgsYukyfO2uUgaUWEwYBMRERERlYjYedtcJI0o/xiwiYiIiIhKUOIiafKcbfkrwzZR7jFgExERERGVAXneNoC4/bbD4TB7t4lyhAGbiIiIiKjMJO63HbsqeTgcBsCF0oi6ggGbiIiIiKiMCYIQ3QJMr9dHe7flsM09t4k6jwGbiIiIiIiiYnu3ASASiSTtuc3ATZQaAzYRFT1JkqAQQ6iyWQtdFSIiorKjVCqhVCqTtgHj3G2iZAzYRFTUQo5meL7ZDO83m6HVmwDVWYjU9IPSYCl01YiIiMpOum3AOJSc6DAGbCIqWqH2Rhz40+2IuO3RY75vPoZlwkxUnHgelHpT4SpHRERU5tJtAyYHboZtKkeKQleAiCgVMehH2z/+EheuZc7NLyPias1/pYiIiCgtlUoFvV4Pi8UCq9UKo9EIjUYDQRAKXTWivGEPNhEVpYjPBc/XH6Ytd2/fjMra/nmsEREREXWWPG9bp9NBFMVoz3YwGATALcCodDFgE1HxEsUMZeH81YOIiIi6TKFQQKvVxi2SJt+4SBqVGg4RJ6KipNAaoR88Km25YeiEPNaGiIiIckGet200GmGz2WA2m2EwGKBWqzmUnEoCAzYRFSWlzoCqqZdA0OiSyozHnAi1tboAtSIiIqJcUqvVcfO2TSYTtFotBEFg4KYeiUPEiahoqat6o+/lD8Dx8avw7vwMCr0J1glnQ9//OCgN3BObiIiolHC/bSoFDNhEVLQEhRLqyl6o/OFPYZ54LtrsDqjqekOl1xe6akRERNSNUu23LW8DFolECl09orQYsImo6ClUakQ0Bhxo3Q1rba9CV4eIiIjyKNV+2wBgMBigUHDGKxUXBmwiIiIiIuoxVCoVdDodNBoNLBYLVCpVdFVygFuAUWExYBMRERERUY8TDoehUCig0+mi+22Hw2EEg0GEQiFIksSwTXnHgE1ERERERD2eQqFImrctz92ORCIM25QXDNhERERERFRSUs3bjg3cDNvUXRiwiYiIiIiopKlUKqhUKuj1ekQikbgtwBi2KZcYsImIiIiIqGzI+23rdDpEIpHonG2GbcoFBmwiIiIiIipLSqUSer0eer0+Oow8GAxyzjZ1GQM2ERERERGVvdhh5HLQDoVCEEWRYZs6jQGbiIiIiIgohlqthlqtjq5GHgwGEQwGGbSpQwzYREREREREKcSuRi6KYjRoc742pcOATURERERE1AGFQgGdTgedTsdtvygtBmwiIiIiIqIsxM7XFkUxGrZDoRAkSWLgLmMM2ERERERERF2kUCig1Wqh1Wqjc7blnm2uRl5+GLCJiIiIiIhyIHbONgBEIpFo2GbvdnlgwCYiIiIiIuoGSqUSSqUSACBJUjRoh8NhhMPh6HEqHQzYRERERERE3UwQhOj2XwAgimLcYmncb7s0MGATERERERHlmUKhiBtOLvdqx65MzsDd8zBgU5e0+xxwBFwIi2FYNGZU6C1QK9WFrhYRERERUY8kr0yu0+niFktj73bPwoBNWRElEbvb9+HBD/6IJk8LAECjVOOCETNx6sBJMGuNBa4hEREREVHPFrtYWuzc7VAoxJXJixwDNmWlxduORX9fCl/YHz0WjISw+v9eQI2xEhP7jS5g7YiIiIiISkvi3O3YsC0PJafioSh0Bahn+aLx67hwHWvdly/D7nfmuUZEREREROVDpVJBr9fDYrHAarXCaDRCq9VCoVBAEIRCV6/ssQebsrKj9fu0ZQddTQiL4TzWhoiIiIiofCVuAxbbs82h5IXBHmzKyqCK/mnL6kzVUAn8zIaIiIiIKN/kedtGoxFWqxUWiwVGoxEajQaCILB3O0+YhigrDb2GQ6vSIhAOJJVdMOJs2PSWAtSKiIiIiIhixa5Kzj2384c92JSVakMFFp56Iyr1tugxlUKFC0acjePqjylcxYiIiIiIKCV5z22j0QibzQaLxQKDwcDe7W7AHmzKilKhxKDK/rj7h7+CI+BCKBKCTWeBVWeBVqUpdPWIiIiIiKgDcu82APZu5xgDNmVNEARUGmyoNNgKXRUiIiIiIjoCcu+2RnO4s0wO2/JXAAzcWegRAfvgwYO4//77sXnzZgSDQYwcORK33norjj766EJXjYiIiIiIqGSwd/vIFP0c7GAwiCuvvBKtra14/PHHsXbtWpjNZlx66aVoa2srdPWIiIiIiIhKUqq521yZPLOi78H+9NNP8e9//xvvvfce6urqAAC/+93vMH78eLzzzjv48Y9/XOAaEhERERERlb5UK5MHg0GEQiFIksTebfSAgH300Udj5cqV0XAtkyQJDoejQLUiIiIiIiIqX7FztyVJQigUQjAYRDAYLOue7aIP2DU1NZg8eXLcsT/96U8IBAI48cQTu3RNSZLg9XpzUb2s+Hy+uK9UXNg+xY3tU9zYPsWLbVPc2D7Fje1TvNg2xUmhUECr1SIUCsFoNCIUCkEQhIw92wqFAj6fr6h7vyVJ6vSHBoJU4Geyb98+TJs2LW35pk2bUFNTE/33m2++iZtuuglz5szB7bffnvX3+/LLLxEMBrtUVyIiIiIiIspMEAQoFAoIggBRFBGJRBAMBhGJRCCKYty58hxvecXyYqXRaHDcccd1eF7Be7Dr6uqwYcOGtOWVlZXR+3/5y1+wePFizJgxA7fddluXv6darcbgwYO7/Piu8vl82LVrFwYMGAC9Xp/370+ZsX2KG9unuLF9ihfbprixfYob26d4sW2KW6r2kYeRy6uSyyuSKxQKVFRUFHUP9rffftvpcwsesNVqNQYNGtTheQ888AD++Mc/Yu7cubj99tuPaFy/IAgwGAxdfvyR0uv1Bf3+lBnbp7ixfYob26d4sW2KG9unuLF9ihfbprila5/YOdvhcLjoPyTJJnsWPGB3xv33348nnngCt9xyCy6//PJCV4eIiIiIiIi6SBCEuAXSSknRB+zNmzfjiSeewNy5czFz5kw0NzdHywwGA4xGYwFrR0RERERERF1VaiuOF33AfvXVVwEAq1evxurVq+PKrr32Wlx33XWFqBYRERERERFRnKIP2IsXL8bixYsLXQ0iIiIiIiKijBSFrgARERERERFRKWDAJiIiIiIiIsoBBmwiIiIiIiKiHGDAJiIiIiIiIsoBBmwiIiIiIiKiHGDAJiIiIiIiIsoBBmwiIiIiIiKiHGDAJiIiIiIiIsoBBmwiIiIiIiKiHGDAJiIiIiIiIsoBBmwiIiIiIiKiHGDAJiIiIiIiIsoBBmwiIiIiIiKiHGDAJiIiIiIiIsoBBmwiIiIiIiKiHGDAJiIiIiIiIsoBBmwiIiIiIiKiHBAkSZIKXYl82rp1KyRJgkajyfv3liQJoVAIarUagiDk/ftTZmyf4sb2KW5sn+LFtilubJ/ixvYpXmyb4lZq7RMMBiEIAkaPHt3huao81KeoFLKBBUEoSLCnzmH7FDe2T3Fj+xQvtk1xY/sUN7ZP8WLbFLdSax9BEDqdI8uuB5uIiIiIiIioO3AONhEREREREVEOMGATERERERER5QADNhEREREREVEOMGATERERERER5QADNhEREREREVEOMGATERERERER5QADNhEREREREVEOMGATERERERER5QADNhEREREREVEOMGATERERERER5QADNhEREREREVEOMGDnkCiKWL58OU4++WQ0NDRg3rx52L17d9rz29vb8ctf/hLjxo3DuHHj8Jvf/AZerzePNS4v2bZP7OMuv/xyPPTQQ3moZfnKtn127NiBK6+8EhMmTMCkSZNw/fXX48CBA3mscXnJtn3+9a9/4dJLL8WoUaMwceJE3HHHHXA6nXmscfno6u82AHjllVcwdOhQ7Nu3r5trWb6ybZ/169dj6NChSbfOtillJ9v2CYVCePDBB3HyySfj+OOPx8UXX4yvv/46jzUuH9m0zUMPPZTydTN06FDcdtttea55ecj2tdPc3Iz58+djwoQJmDBhAm644QY0Njbmscb5w4CdQytWrMC6detw11134dlnn4UgCLjiiisQDAZTnn/99ddj7969ePrpp7F8+XL885//xG9/+9s817p8ZNs+AOD3+7FgwQJs2rQpjzUtT9m0T3t7Oy677DIYjUasWbMGf/zjH9He3o6f/exnCAQCBah96cumfZqamnDZZZfhqKOOwvr167FixQps3boVv/rVrwpQ89LXld9tALB//37+zcmDbNvnm2++wfjx47Fp06a4W9++ffNc8/KQbfssWrQIzz//PBYvXowXXngBNpsNV1xxBVwuV55rXvqyaZt58+YlvWZuvPFG6HQ6XHrppQWofenL9rVz00034eDBg3jqqafw1FNPobGxEb/4xS/yXOs8kSgnAoGANGrUKGnt2rXRYw6HQxo5cqT06quvJp2/detWaciQIdK3334bPfb+++9LQ4cOlRobG/NS53KSbftIkiRt2bJFOuOMM6Rp06ZJY8eOlZYvX56v6padbNvnr3/9qzR69GjJ7/dHjx08eFAaMmSI9MEHH+SlzuWkK7/fbrrpJikUCkWPPf3001JDQ0M+qltWuvK7TZIkKRKJSBdeeKF0ySWXSEOGDJH27t2bj+qWna60z2WXXSbddddd+apiWcu2ffbs2SMNGTJE+vvf/x53/pQpU/i3J8e6+rtNtnv3bqmhoSHu8ZQ72baPw+GQhgwZIr399tvRY2+99ZY0ZMgQqa2tLS91zif2YOfI9u3b4fF4MHHixOgxi8WC4cOH45NPPkk6/9NPP0VNTQ0GDRoUPTZ+/HgIgoAtW7bkpc7lJNv2AYD3338f06dPx0svvQSz2ZyvqpalbNtn0qRJeOSRR6DVapPKHA5Ht9a1HGXbPqNGjcLvf/97qFQqAMC3336L9evX48QTT8xbnctFV363AcBjjz2GUCiEq666Kh/VLFtdaZ9vvvkGgwcPzlcVy1q27bNp0yZYLBaccsopcee/8847mDRpUl7qXC66+rtNdu+99+Loo4/GBRdc0J3VLFvZto9Wq4XBYMBLL70Et9sNt9uNv/3tbxgwYACsVms+q54XqkJXoFTIcwh69eoVd7y2thYHDx5MOv/QoUNJ52o0GthstpTn05HJtn0A4IYbbuj2etFh2bZP3759k4ZLPv7449BqtRg3blz3VbRMdeX1Izv99NOxa9cu9OnTBytWrOi2OparrrTNF198gSeffBLPP/88Dh061O11LGfZtk9bWxtaWlrwySefYPXq1bDb7WhoaMDNN9+MgQMH5qXO5STb9tm1axf69euHN998EytXrsShQ4cwfPhw3HrrrXEdJnTkjuTvzpdffom3334bzzzzDBQK9iV2h2zbR6vVYsmSJbjzzjsxduxYCIKAmpoarFmzpiTbqPSeUYH4fD4Ah0NyLK1Wm3JOqM/nSzo30/l0ZLJtH8qvI22fP/3pT1i7di3mz5+PqqqqbqljOTuS9nnggQewZs0a1NTU4JJLLoHH4+m2epajbNvG6/Xi5ptvxs0334wBAwbko4plLdv2+fe//w0AUCqVuO+++7B06VJ4vV7MmTMHLS0t3V/hMpNt+7jdbuzZswcrVqzA/Pnz8eijj0KlUmHOnDlobW3NS53LxZH83Xn66afR0NAQ17tKuZVt+0iShG+++QajRo3Cn//8ZzzzzDPo06cPrrnmGrjd7rzUOZ8YsHNEp9MBQNLE/kAgAL1en/L8VIsABAIBGAyG7qlkGcu2fSi/uto+kiRh2bJlWLJkCa666ir89Kc/7c5qlq0jef0cd9xxGDduHB566CHs378fGzdu7LZ6lqNs2+auu+7CgAED8JOf/CQv9St32bbPxIkT8fHHH+O+++7Dsccei3HjxuGRRx6BKIp48cUX81LncpJt+6jVarhcLixduhQnnXQSRo4ciaVLlwI4vPo75U5X/+54vV5s3LiRQ8O7Wbbt89prr2Ht2rW4//77MWbMGIwfPx6PPfYY9u/fjxdeeCEvdc4nBuwckYdINDU1xR1vampCfX190vn19fVJ5waDQdjtdtTV1XVfRctUtu1D+dWV9gmFQliwYAEee+wx3HLLLZg/f36317NcZds+O3fuxD/+8Y+4Y7W1tbBarRySnGPZts0LL7yADz/8EKNGjcKoUaNwxRVXAADOOuss3HHHHd1f4TLTld9tifMRDQYD+vbty9dON+jKezeVShU3HFyn06Ffv37c6i7Huvq+7f3334coipg+fXq31q/cZds+W7ZswcCBA2EymaLHrFYrBg4ciF27dnVrXQuBATtHhg0bBpPJhM2bN0ePOZ1ObNu2DWPHjk06f9y4cWhsbIzbL05+7OjRo7u/wmUm2/ah/OpK+9xyyy1444038OCDD+Lyyy/PV1XLUrbt8/777+OGG26IG/a1Z88etLe3c55ijmXbNm+++SZeffVVvPTSS3jppZdw1113AQBWrlzJdSe6Qbbts3btWkyYMAF+vz96zO12Y9euXVz4rBtk2z5jx45FOBzGl19+GT3m9/uxd+9e9O/fPy91Lhddfd+2ZcsWHHvssbBYLPmoZtnKtn169eqF3bt3xw0f9/l82LdvX0m+drjIWY5oNBpcfPHFeOCBB1BZWYk+ffrg/vvvR319PaZPn45IJIK2tjaYzWbodDo0NDRg9OjRuOmmm7Bo0SJ4vV4sXLgQs2bNYg92N8i2fSi/sm2fF198ERs2bMAtt9yC8ePHo7m5OXottmHuZds+55xzDlatWoUFCxZg/vz5cDgcuOuuuzBy5EhMmTKl0E+npGTbNolvZOSFanr37s31C7pBtu0zZcoULFu2DLfccguuu+46+P1+/P73v0dlZSXOPffcQj+dkpNt+4wdOxYnnHACfvWrX+HOO++EzWbD8uXLoVQqcc455xT66ZSUrr5v2759O4YMGVLAmpeHbNtn1qxZWLVqFW688cboh7nLli2DRqPB7NmzC/xsukGh9wkrJeFwWPrd734nTZw4UTr++OOlK664Irq36N69e6UhQ4ZIL7zwQvT8lpYW6brrrpOOP/54acKECdLChQvj9vWl3Mq2fWJNmTKF+2B3s2za57LLLpOGDBmS8pauDenIZPv6+e6776Qrr7xSGjNmjDR+/HjptttukxwOR6GqX9KO5HfbRx99xH2wu1m27bNt2zZp3rx50pgxY6TRo0dL1113nXTgwIFCVb/kZds+LpdLWrhwoTRhwgSpoaFBuuyyy6QdO3YUqvolrSu/2370ox9JDzzwQCGqW3aybZ9vv/1Wuuqqq6Tx48dLEydOlK699tqS/dsjSJIkFTrkExEREREREfV0nINNRERERERElAMM2EREREREREQ5wIBNRERERERElAMM2EREREREREQ5wIBNRERERERElAMM2EREREREREQ5wIBNRERERERElAMM2ERERHkkSVKhq9Cj5frnx/YgIqJcYsAmIqKyNHfuXAwdOjR6GzZsGEaNGoXZs2dj9erViEQicedPnToVt956a1bfI/Exjz76KFatWpXVNTZv3oyhQ4di8+bNHZ775ZdfYsGCBTj11FMxcuRITJs2Db/+9a+xd+/erL5nMWpsbMRVV12F/fv3R49l2yZz587F3Llzo/9+7rnncN999+W0nkREVN5Uha4AERFRoQwfPhwLFy4EAEQiETgcDvzjH//A3XffjS1btmDp0qUQBAEA8PDDD8NkMmV1/cTHLFu2DNdee23unkCMP//5z7j77rsxYcIE/PKXv0RtbS327NmDJ554Am+++SaeeuopHHvssd3yvfPhgw8+wLvvvovf/OY30WPZtonc1rJHH30U48ePz1kdiYiIGLCJiKhsmUwmHH/88XHHpk6dioEDB+Kee+7B1KlTMXPmTACHw3i2uvKYrtiyZQuWLFmCiy66CLfffnv0+IQJEzBt2jTMnj0bt912G15++eW81Cdfsv35Dh48uJtqQkREdBiHiBMRESWYO3cuamtrsW7duuixxOHITU1NuOmmmzB+/HiMGzcOd9xxB5YuXYqpU6emfMzQoUMBHO51le8DwFtvvYU5c+Zg1KhRGDFiBM444wysWbMmq/quWrUKZrMZ8+fPTyqrrKzErbfeitNOOw1utzt6fMOGDZg9ezZGjRqFE088EXfccQccDke0/KGHHsL06dPx7rvv4uyzz8aIESNw+umnY/369dFz5OHrH374IebNm4eGhgaccMIJuO+++xAOh6PniaKIlStXYvr06dHrrF69Oqmur732GmbPno2GhgaceuqpuP/++xEMBvHiiy/itttuAwBMmzYt+jON/fmefvrpuOaaa5Kuef755+PKK68EED9EfOrUqdi/fz/Wr1+PoUOH4quvvsJxxx2H3//+93GPDwQCGDduHB5++OEOWoGIiIgBm4iIKIlSqcSkSZPwxRdfxAVFWTAYxKWXXoqtW7fif/7nf3DPPfdg+/btePLJJ9Ne89lnnwUA/PjHP47ef/fdd3HNNdfg2GOPxYoVK/DQQw+hT58+WLx4MbZu3dqpukqShE2bNmHSpEnQ6/UpzznjjDNw7bXXRodTr1ixAjfddBMaGhqwfPlyXHPNNfjf//1fzJ07F36/P/q45uZm3HnnnbjkkkuwcuVK9O3bF7feeit27twZd/2bb74ZY8aMwWOPPYazzz4bTz75JJ5//vlo+aJFi7B8+XLMnDkTjz32GM444wzcfffdeOSRR6LnrFu3DvPnz8cxxxyDhx9+GFdddRXWrl2LRYsW4dRTT8XVV18N4PAHFL/4xS+SnuM555yD9957L+5DhD179uCLL77AOeeck3T+ww8/jJqaGkyePBnPPvssjj76aPzwhz/EK6+8Erfw2dtvvw2Xy4VZs2ZlagYiIiIAHCJORESUUnV1NUKhEOx2O6qrq+PKXn75ZXz33Xd44YUXMGLECADAxIkT8cMf/jDt9eSh6PX19dH73377LWbNmhU3rHvUqFGYMGECPvnkE4wePbrDera3tyMQCKBv376del4OhwOPPvoozj///Lg5yUOGDMFFF12EF198EXPmzAEA+Hw+LFmyBJMmTQIADBgwAFOmTME//vEPDBo0KPrY888/P9p7PGnSJLz11lt499138ZOf/ATff/89/vrXv2L+/PnRnuSTTjoJgiDg8ccfx5w5c2C1WqM95kuWLIleNxAIYP369TCZTDjqqKMAAMccc0zK5zpz5kwsX74cGzduxLnnngsAeOWVV2A0GjFt2rSk84cPHw6NRoPKyspoe5x33nnYsGEDNm/ejIkTJwIA1q9fjwkTJnT650tEROWNPdhEREQZyIucxfroo4/Qr1+/aLgGDs/nnjJlSlbX/tnPfob77rsPXq8X27dvx+uvv46VK1cCAEKhUKeuoVAc/lOeuOp5Op9//jmCwSDOPvvsuONjx45Fnz59klYrj52jXl9fDwDwer1x54waNSru3/X19dFzPvroI0iShKlTpyIcDkdvU6dORSAQwJYtW/D999+jpaUl6QOKn/70p/jb3/4GjUbT4fPq27cvxowZg9deey167LXXXsPpp58OnU7X4eMB4IQTTkDv3r3xt7/9DcDhaQD//Oc/o4GdiIioI+zBJiIiSuHQoUPQ6XSw2WxJZe3t7aiqqko6ntjT3ZG2tjYsXLgQb731FgRBQP/+/TFmzBgAnd+f2WazwWg04sCBA2nP8Xq9CAaDsNls0XnWqepaXV0Nl8sVdyx22Lkc5hPrlhhgFQpF9By73Q4AOPPMM1PW7dChQ6ioqACAlD/TbMyaNQuLFi1Ce3s7GhsbsXPnTtxxxx2dfrxCocDs2bPx1FNPYeHChXj55Zeh0+lw+umnH1G9iIiofDBgExERJYhEIvj4448xevRoKJXKpPK6ujrs3r076Xhra2tW3+fmm2/Gzp078dRTT2H06NHQaDTw+Xx47rnnsrrOSSedhM2bNyMQCECr1SaVv/jii1iyZAnWrl0Lq9UKAGhpaYkb5g0cnnPdr1+/rL53RywWCwDgmWeegdFoTCrv3bs32traACD6VWa32/HVV18lrfSezhlnnIHFixdj48aN2L17N3r16pX1NlyzZ8/GI488gvfeew8bNmzAjBkz0s5tJyIiSsQh4kRERAnWrVuHpqYmXHjhhSnLx48fj7179+Lrr7+OHgsEAnjvvfcyXlfuAZZt2bIFp59+OiZOnBgdBi1fQxTFTtd33rx5sNvtWLp0aVJZa2srnnjiCfTv3x/HH388GhoaoNFo8Morr8Sd9+mnn+LAgQOdmvedjXHjxgE43Ot/3HHHRW92ux3Lli2D3W7HD37wA1RUVODtt9+Oe+wrr7yCK664AoFAIOlnl4rZbMaUKVPw9ttv44033sDZZ5+d8XGpyvr06YNJkyZh9erV+Oqrrzg8nIiIssIebCIiKltutxuff/45gMOBtr29HZs2bcKzzz6LmTNn4rTTTkv5uLPOOgsrV67ENddcgxtuuAEWiwVPPvkkWltb0bt377Tfz2Kx4LPPPsMnn3yCsWPHYuTIkXjllVdw7LHHor6+Hp999hkef/xxCIIAn8/X6edx/PHH44YbbsCyZcuwc+dOnHvuuaioqMCOHTvw5JNPwuPxYOXKlRAEATabDVdeeSUefvhhqNVqTJs2Dfv27cMf/vAHDB48GLNnz87qZ9iRIUOGYObMmfjNb36D/fv3Y8SIEfj++++xdOlS9O3bFwMGDIBSqcR1112HO++8E4sWLcL06dOxa9cuLFu2DBdeeCEqKyujPeEbN27EKaecktT7Lps1axauueYaRCKR6B7m6VgsFmzbtg0ff/wxRo4cGR3q/uMf/xjz58/HgAEDokP2iYiIOoMBm4iIyta2bdtwwQUXADjcm1lVVYWBAwfi3nvvTVoELJZKpcKqVauwZMkSLFq0CCqVCjNnzkRFRQW+//77tI/7+c9/jhUrVuCKK67Ahg0bcO+992Lx4sVYvHgxgMOrdP/2t7/Fyy+/jE8//TSr53L11Vdj+PDh+POf/4x77rkHdrsd9fX1OOWUU/Dzn/88Lvhfd911qK6uxpo1a/Dcc8/BZrPhjDPOwI033tgtw6HvuecePP7441i3bh0aGxtRVVWFGTNm4MYbb4wOwb/oootgMBiwatUqPP/886irq8O8efOiK49PmDABJ5xwAh588EF8+OGH0cXgEp188smwWq2or6/H0UcfnbFe8+bNw913343LL78cTz31FMaOHQsAmDx5MgRByPmHDUREVPoEqbOrqBAREREAYMeOHfjuu+9w2mmnxa0yft5556FXr154+OGHC1g7OlIbNmzAggUL8O6776KmpqbQ1SEioh6EPdhERERZ8nq9uOGGGzBnzhxMnz4dkUgEr776Kr766issWLCg0NWjLnrrrbfw5ZdfYt26dTjnnHMYromIKGvswSYiIuqCN954A6tWrcLOnTshSRKGDx+Oq6++GieddFKhq0Zd9PTTT2Pp0qUYO3Ysli5dGp33TURE1FkM2EREREREREQ5wG26iIiIiIiIiHKAAZuIiIiIiIgoBxiwiYiIiIiIiHKAAZuIiIiIiIgoBxiwiYiIiIiIiHKAAZuIiIiIiIgoBxiwiYiIiIiIiHKAAZuIiIiIiIgoBxiwiYiIiIiIiHLg/wH1NxUgM+2XLgAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "comparison_vars = [\n", + " ('completion_change', 'Completion Rate Change'),\n", + " ('teacher_change', 'Teacher Ratio Change'),\n", + " ('out_of_school_change', 'Out-of-School Rate Change'),\n", + " ('gov_change', 'Government Spending Change'),\n", + " ('digital_connectivity', 'Digital Connectivity'),\n", + " ('school_closure_days', 'School Closure Days')\n", + "]\n", + "\n", + "for var, label in comparison_vars:\n", + " filtered_df = merged[['ISO', var, 'math_change', 'income_group']].dropna()\n", + " \n", + " plt.figure(figsize=(10, 6))\n", + " sns.scatterplot(data=filtered_df, x=var, y='math_change', hue='income_group')\n", + " sns.regplot(data=filtered_df, x=var, y='math_change', scatter=False, color='gray')\n", + " \n", + " plt.title(f\"Math Proficiency Change vs. {label} by Income Group\")\n", + " plt.xlabel(label)\n", + " plt.ylabel(\"Math Proficiency Change\")\n", + " plt.grid(True)\n", + " plt.tight_layout()\n", + " plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "1a7619bc", + "metadata": {}, + "source": [ + "### Key Findings\n", + "- Countries with increased out-of-school rates generally showed declines in math proficiency.\n", + "- Decreased teacher ratios and completion rates also correlate with learning losses.\n", + "- The patterns vary by income group, with lower-income countries experiencing more negative impacts.\n", + "- These findings highlight how shifts in educational access and quality indicators may explain post-COVID learning gaps." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/4_data_analysis/README.md b/4_data_analysis/README.md index b0957fc33..91522dfe3 100644 --- a/4_data_analysis/README.md +++ b/4_data_analysis/README.md @@ -1 +1,40 @@ # Data Analysis + +This folder contains the analytical notebooks used to derive insights from the dataset and answer the project’s core research questions. + +## Analysis Strategy + +We aim to explain the **change in math proficiency (2019–2023)** among primary school students by investigating its relationship with multiple potential factors, including: + +- Changes in *completion rate* +- Changes in*out-of-school rate* +- Changes in *trained teacher ratio* +- *Government education expenditure* as a percentage of GDP + +## Notebook Summary + +### dataset_analysis.ipynb + +This notebook performs the following tasks: + +- Loads the prepared dataset from 0_datasets +- Shows correlation heatmap of key numeric variables +- Builds a **simple linear regression** model: +math_change ~ completion_change +- Builds a **multiple linear regression** model: +math_change ~ completion_change + out_of_school_change + teacher_change + education_expenditure_percent_gdp +- Visualizes: + - Regression relationship between all variables and math_change + - Residuals of the multiple regression model + +## Tools & Methods + +- **Seaborn** for regression visualization +- **Statsmodels** for statistical modeling +- **OLS regression** to examine potential explanatory variables +- **Residual plots** to check model assumptions + +## Notes + +The dataset was **not modified** during the analysis. +All results are replicable using the notebook in this folder. diff --git a/4_data_analysis/dataset_analysis.ipynb b/4_data_analysis/dataset_analysis.ipynb new file mode 100644 index 000000000..7bb236a9f --- /dev/null +++ b/4_data_analysis/dataset_analysis.ipynb @@ -0,0 +1,1580 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f41aeb2f", + "metadata": {}, + "source": [ + "## Load and Preview Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a807db10", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ISOYearmath_proficiencycompletion_rategov_edu_spendingout_of_school_ratetrained_teacher_ratiodigital_connectivityschool_closure_daysincome_group
0ALB201961.7597.33.923.0NaNNaN201.0Upper middle income
1ALB202368.0097.42.9210.0NaNNaN201.0Upper middle income
2ARE201953.42NaN3.862.018.60NaN463.0High income
3ARE202360.00NaNNaN1.014.83NaN463.0High income
4ARG201913.1096.34.771.0NaN0.39575.0Upper middle income
\n", + "
" + ], + "text/plain": [ + " ISO Year math_proficiency completion_rate gov_edu_spending \\\n", + "0 ALB 2019 61.75 97.3 3.92 \n", + "1 ALB 2023 68.00 97.4 2.92 \n", + "2 ARE 2019 53.42 NaN 3.86 \n", + "3 ARE 2023 60.00 NaN NaN \n", + "4 ARG 2019 13.10 96.3 4.77 \n", + "\n", + " out_of_school_rate trained_teacher_ratio digital_connectivity \\\n", + "0 3.0 NaN NaN \n", + "1 10.0 NaN NaN \n", + "2 2.0 18.60 NaN \n", + "3 1.0 14.83 NaN \n", + "4 1.0 NaN 0.39 \n", + "\n", + " school_closure_days income_group \n", + "0 201.0 Upper middle income \n", + "1 201.0 Upper middle income \n", + "2 463.0 High income \n", + "3 463.0 High income \n", + "4 575.0 Upper middle income " + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "sns.set(style='whitegrid')\n", + "df = pd.read_csv(\"../1_datasets/final_dataset.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "b8572ade", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['ISO', 'Year', 'math_proficiency', 'completion_rate', 'gov_edu_spending', 'out_of_school_rate', 'trained_teacher_ratio', 'digital_connectivity', 'school_closure_days', 'income_group']\n" + ] + } + ], + "source": [ + "print(df.columns.tolist())\n" + ] + }, + { + "cell_type": "markdown", + "id": "4ffd4b7d", + "metadata": {}, + "source": [ + "## Reshape Data for Change Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "eccd263b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ISOmath_proficiency_2019math_proficiency_2023completion_rate_2019completion_rate_2023trained_teacher_ratio_2019trained_teacher_ratio_2023out_of_school_rate_2019out_of_school_rate_2023gov_edu_spending_2019gov_edu_spending_2023math_changecompletion_changeteacher_changeout_of_school_changegov_changedigital_connectivityschool_closure_daysincome_group
0ARM26.49500026.52000099.499.529.0723.6510.08.02.572.430.0250000.1-5.42-2.0-0.140.8187.0Upper middle income
1AZE24.68000022.38750098.398.415.7915.978.09.03.183.58-2.2925000.10.181.00.40NaN342.0Upper middle income
2BFA26.98250026.24666760.668.944.4737.4133.036.05.465.33-0.7358338.3-7.063.0-0.130.01111.0Low income
3BLR9.1700009.72333399.899.819.5320.223.04.04.984.950.5533330.00.691.0-0.03NaNNaNUpper middle income
4BLZ11.10333312.10000083.185.223.3520.044.012.05.964.260.9966672.1-3.318.0-1.70NaN522.0Upper middle income
\n", + "
" + ], + "text/plain": [ + " ISO math_proficiency_2019 math_proficiency_2023 completion_rate_2019 \\\n", + "0 ARM 26.495000 26.520000 99.4 \n", + "1 AZE 24.680000 22.387500 98.3 \n", + "2 BFA 26.982500 26.246667 60.6 \n", + "3 BLR 9.170000 9.723333 99.8 \n", + "4 BLZ 11.103333 12.100000 83.1 \n", + "\n", + " completion_rate_2023 trained_teacher_ratio_2019 \\\n", + "0 99.5 29.07 \n", + "1 98.4 15.79 \n", + "2 68.9 44.47 \n", + "3 99.8 19.53 \n", + "4 85.2 23.35 \n", + "\n", + " trained_teacher_ratio_2023 out_of_school_rate_2019 \\\n", + "0 23.65 10.0 \n", + "1 15.97 8.0 \n", + "2 37.41 33.0 \n", + "3 20.22 3.0 \n", + "4 20.04 4.0 \n", + "\n", + " out_of_school_rate_2023 gov_edu_spending_2019 gov_edu_spending_2023 \\\n", + "0 8.0 2.57 2.43 \n", + "1 9.0 3.18 3.58 \n", + "2 36.0 5.46 5.33 \n", + "3 4.0 4.98 4.95 \n", + "4 12.0 5.96 4.26 \n", + "\n", + " math_change completion_change teacher_change out_of_school_change \\\n", + "0 0.025000 0.1 -5.42 -2.0 \n", + "1 -2.292500 0.1 0.18 1.0 \n", + "2 -0.735833 8.3 -7.06 3.0 \n", + "3 0.553333 0.0 0.69 1.0 \n", + "4 0.996667 2.1 -3.31 8.0 \n", + "\n", + " gov_change digital_connectivity school_closure_days income_group \n", + "0 -0.14 0.81 87.0 Upper middle income \n", + "1 0.40 NaN 342.0 Upper middle income \n", + "2 -0.13 0.01 111.0 Low income \n", + "3 -0.03 NaN NaN Upper middle income \n", + "4 -1.70 NaN 522.0 Upper middle income " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from functools import reduce\n", + "\n", + "# Select key indicators to analyze (with 2019 and 2023 values)\n", + "indicators = ['math_proficiency', 'completion_rate', 'trained_teacher_ratio', 'out_of_school_rate', 'gov_edu_spending']\n", + "pivoted_dfs = []\n", + "for var in indicators:\n", + " pivot = df.pivot_table(index='ISO', columns='Year', values=var, aggfunc='mean').reset_index()\n", + " pivot.columns.name = None\n", + " pivot = pivot.rename(columns={2019: f'{var}_2019', 2023: f'{var}_2023'})\n", + " pivoted_dfs.append(pivot)\n", + "\n", + "# Merge all main indicators\n", + "merged = reduce(lambda left, right: pd.merge(left, right, on='ISO'), pivoted_dfs)\n", + "\n", + "# Drop rows with missing values in key indicators\n", + "merged = merged.dropna()\n", + "\n", + "# Calculate changes\n", + "merged['math_change'] = merged['math_proficiency_2023'] - merged['math_proficiency_2019']\n", + "merged['completion_change'] = merged['completion_rate_2023'] - merged['completion_rate_2019']\n", + "merged['teacher_change'] = merged['trained_teacher_ratio_2023'] - merged['trained_teacher_ratio_2019']\n", + "merged['out_of_school_change'] = merged['out_of_school_rate_2023'] - merged['out_of_school_rate_2019']\n", + "merged['gov_change'] = merged['gov_edu_spending_2023'] - merged['gov_edu_spending_2019']\n", + "\n", + "# Get unique digital connectivity values per country (ignore year)\n", + "connectivity = df[['ISO', 'digital_connectivity']].dropna().drop_duplicates(subset='ISO')\n", + "\n", + "# Get unique school closure days per country (ignore year)\n", + "closures = df[['ISO', 'school_closure_days']].dropna().drop_duplicates(subset='ISO')\n", + "\n", + "# Merge both columns into the main merged dataset\n", + "merged = merged.merge(connectivity, on='ISO', how='left')\n", + "merged = merged.merge(closures, on='ISO', how='left')\n", + "\n", + "# Get unique income group per country (ignore year)\n", + "income_group = df[['ISO', 'income_group']].dropna().drop_duplicates(subset='ISO')\n", + "\n", + "# Merge income group into the merged dataset\n", + "merged = merged.merge(income_group, on='ISO', how='left')\n", + "\n", + "\n", + "merged.head()\n" + ] + }, + { + "cell_type": "markdown", + "id": "5d376f8c", + "metadata": {}, + "source": [ + "## Calculate Change in Indicators (2023 - 2019)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "7090c2b1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ISOmath_proficiency_2019math_proficiency_2023completion_rate_2019completion_rate_2023trained_teacher_ratio_2019trained_teacher_ratio_2023out_of_school_rate_2019out_of_school_rate_2023gov_edu_spending_2019gov_edu_spending_2023math_changecompletion_changeteacher_changeout_of_school_changegov_changedigital_connectivityschool_closure_daysincome_group
0ARM26.49500026.52000099.499.529.0723.6510.08.02.572.430.0250000.1-5.42-2.0-0.140.8187.0Upper middle income
1AZE24.68000022.38750098.398.415.7915.978.09.03.183.58-2.2925000.10.181.00.40NaN342.0Upper middle income
2BFA26.98250026.24666760.668.944.4737.4133.036.05.465.33-0.7358338.3-7.063.0-0.130.01111.0Low income
3BLR9.1700009.72333399.899.819.5320.223.04.04.984.950.5533330.00.691.0-0.03NaNNaNUpper middle income
4BLZ11.10333312.10000083.185.223.3520.044.012.05.964.260.9966672.1-3.318.0-1.70NaN522.0Upper middle income
\n", + "
" + ], + "text/plain": [ + " ISO math_proficiency_2019 math_proficiency_2023 completion_rate_2019 \\\n", + "0 ARM 26.495000 26.520000 99.4 \n", + "1 AZE 24.680000 22.387500 98.3 \n", + "2 BFA 26.982500 26.246667 60.6 \n", + "3 BLR 9.170000 9.723333 99.8 \n", + "4 BLZ 11.103333 12.100000 83.1 \n", + "\n", + " completion_rate_2023 trained_teacher_ratio_2019 \\\n", + "0 99.5 29.07 \n", + "1 98.4 15.79 \n", + "2 68.9 44.47 \n", + "3 99.8 19.53 \n", + "4 85.2 23.35 \n", + "\n", + " trained_teacher_ratio_2023 out_of_school_rate_2019 \\\n", + "0 23.65 10.0 \n", + "1 15.97 8.0 \n", + "2 37.41 33.0 \n", + "3 20.22 3.0 \n", + "4 20.04 4.0 \n", + "\n", + " out_of_school_rate_2023 gov_edu_spending_2019 gov_edu_spending_2023 \\\n", + "0 8.0 2.57 2.43 \n", + "1 9.0 3.18 3.58 \n", + "2 36.0 5.46 5.33 \n", + "3 4.0 4.98 4.95 \n", + "4 12.0 5.96 4.26 \n", + "\n", + " math_change completion_change teacher_change out_of_school_change \\\n", + "0 0.025000 0.1 -5.42 -2.0 \n", + "1 -2.292500 0.1 0.18 1.0 \n", + "2 -0.735833 8.3 -7.06 3.0 \n", + "3 0.553333 0.0 0.69 1.0 \n", + "4 0.996667 2.1 -3.31 8.0 \n", + "\n", + " gov_change digital_connectivity school_closure_days income_group \n", + "0 -0.14 0.81 87.0 Upper middle income \n", + "1 0.40 NaN 342.0 Upper middle income \n", + "2 -0.13 0.01 111.0 Low income \n", + "3 -0.03 NaN NaN Upper middle income \n", + "4 -1.70 NaN 522.0 Upper middle income " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged['math_change'] = merged['math_proficiency_2023'] - merged['math_proficiency_2019']\n", + "merged['completion_change'] = merged['completion_rate_2023'] - merged['completion_rate_2019']\n", + "merged['teacher_change'] = merged['trained_teacher_ratio_2023'] - merged['trained_teacher_ratio_2019']\n", + "merged['out_of_school_change'] = merged['out_of_school_rate_2023'] - merged['out_of_school_rate_2019']\n", + "merged['gov_change'] = merged['gov_edu_spending_2023'] - merged['gov_edu_spending_2019']\n", + "merged.head()" + ] + }, + { + "cell_type": "markdown", + "id": "3eea62fd", + "metadata": {}, + "source": [ + "## Correlation Between Changes in Key Education Indicators\n", + "\n", + "This heatmap displays the pairwise **Pearson correlation coefficients** between changes in key education indicators:\n", + "\n", + "- `math_change`: Change in math proficiency (2023 vs 2019)\n", + "- `completion_change`: Change in school completion rate\n", + "- `teacher_change`: Change in trained teacher ratio\n", + "- `out_of_school_change`: Change in out-of-school rate\n", + "- `gov_change`: Change in government spending on education\n", + "- `digital_connectivity`: Level of school-age digital access\n", + "- `school_closure_days`: Total days of full and partial school closure\n", + "\n", + "A positive correlation indicates that both variables tend to increase or decrease together, while a negative correlation suggests an inverse relationship.\n", + "\n", + "This analysis helps identify which factors are most closely associated with learning loss or improvement across countries.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "419320a5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr_vars = ['math_change', 'completion_change', 'teacher_change',\n", + " 'out_of_school_change', 'digital_connectivity',\n", + " 'gov_change', 'school_closure_days']\n", + "corr_matrix = merged[corr_vars].dropna().corr()\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n", + "plt.title(\"Correlation Between All Indicator Changes and Math Change\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fb166812", + "metadata": {}, + "source": [ + "### Findings – Correlation Between Indicators and Math Proficiency Change\n", + "This heatmap shows how changes in different indicators are correlated with the change in math proficiency from 2019 to 2023.\n", + "\n", + "Key observations:\n", + "\n", + "- Negative correlation with `out_of_school_change`:\n", + "Countries where more students were out of school in 2023 tend to have larger drops in math proficiency. This supports the idea that lack of access to school heavily affects learning outcomes.\n", + "\n", + "- Positive correlation with `digital_connectivity`:\n", + "Countries with higher school-age digital access showed smaller learning losses. This highlights the importance of remote learning infrastructure during school closures.\n", + "\n", + "- Slight negative correlation with `school_closure_days`:\n", + "More school closure days are mildly associated with a drop in math performance, although the relationship is not very strong, possibly due to differences in how countries handled closures (full vs partial, with or without support).\n", + "\n", + "- Weaker or no strong correlation with government spending and teacher ratio change, possibly due to delays in impact or variation in how resources were used.\n", + "\n", + "These correlations don’t prove causation, but they help us understand which factors might be more strongly associated with pandemic learning loss in math." + ] + }, + { + "cell_type": "markdown", + "id": "70ea45f9", + "metadata": {}, + "source": [ + "## Linear Regression: Predicting Math Change from Indicator Changes\n", + "We use a simple linear regression model to assess how well changes in education indicators can predict changes in math proficiency." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4726d900", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Coefficients: {'completion_change': 0.3074185216634653, 'teacher_change': 0.35302412961995194, 'out_of_school_change': 0.29078957603790373}\n", + "Intercept: -1.23\n", + "R² Score: -1.96\n", + "RMSE: 1.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\heba9\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import r2_score, mean_squared_error\n", + "\n", + "# Define X and y\n", + "X = merged[['completion_change', 'teacher_change', 'out_of_school_change']]\n", + "y = merged['math_change']\n", + "\n", + "# Train/test split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# Train model\n", + "model = LinearRegression()\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Predict and evaluate\n", + "y_pred = model.predict(X_test)\n", + "r2 = r2_score(y_test, y_pred)\n", + "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", + "\n", + "print(\"Model Coefficients:\", dict(zip(X.columns, model.coef_)))\n", + "print(f\"Intercept: {model.intercept_:.2f}\")\n", + "print(f\"R² Score: {r2:.2f}\")\n", + "print(f\"RMSE: {rmse:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "bc1a8adb", + "metadata": {}, + "source": [ + "**Interpretation:**\n", + "- The regression model provides an estimate of how changes in each factor affect math proficiency.\n", + "- Coefficients represent the strength and direction of influence.\n", + "- R² indicates how much of the variation in math change is explained by the predictors.\n", + "- While this is a basic model, it offers initial evidence for potential causal links." + ] + }, + { + "cell_type": "markdown", + "id": "98b35ef4", + "metadata": {}, + "source": [ + "## Visualize: Actual vs Predicted Math Proficiency Change" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ed3ee92a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "sns.scatterplot(x=y_test, y=y_pred)\n", + "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')\n", + "plt.xlabel(\"Actual Math Change\")\n", + "plt.ylabel(\"Predicted Math Change\")\n", + "plt.title(\"Actual vs Predicted Math Proficiency Change\")\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "503f743a", + "metadata": {}, + "source": [ + "This plot compares the predicted values of math change with the actual observed values. Points closer to the red dashed line indicate better prediction accuracy." + ] + }, + { + "cell_type": "markdown", + "id": "5390eba6", + "metadata": {}, + "source": [ + "## Regression by Income Group\n", + "We now train a separate linear regression model for each income group to assess how predictors perform differently across economic contexts." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9299e180", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'Lower middle income': {'R²': 0.61,\n", + " 'coefficients': {'completion_change': 0.20730933373481783,\n", + " 'out_of_school_change': 0.2817053267426348,\n", + " 'teacher_change': 0.2917393236197124},\n", + " 'intercept': 0.93},\n", + " 'Upper middle income': {'R²': 0.12,\n", + " 'coefficients': {'completion_change': -0.4675435599755028,\n", + " 'out_of_school_change': 0.3539235316023924,\n", + " 'teacher_change': -0.20698858340403886},\n", + " 'intercept': -2.19}}\n" + ] + } + ], + "source": [ + "import pprint\n", + "from sklearn.linear_model import LinearRegression\n", + "group_results = {}\n", + "\n", + "for group in merged['income_group'].dropna().unique():\n", + " subset = merged[merged['income_group'] == group]\n", + " X = subset[['completion_change', 'teacher_change', 'out_of_school_change']]\n", + " y = subset['math_change']\n", + "\n", + " if len(subset) >= 5: # skip very small groups\n", + " model = LinearRegression()\n", + " model.fit(X, y)\n", + " r2 = model.score(X, y)\n", + " group_results[group] = {\n", + " \"R²\": round(r2, 2),\n", + " \"coefficients\": dict(zip(X.columns, model.coef_)),\n", + " \"intercept\": round(model.intercept_, 2)\n", + " }\n", + "\n", + "pprint.pprint(group_results)" + ] + }, + { + "cell_type": "markdown", + "id": "f1783863", + "metadata": {}, + "source": [ + "Each group-level regression helps us understand whether the relationship between learning loss and explanatory variables changes based on the country's income classification. This can uncover important equity or access gaps." + ] + }, + { + "cell_type": "markdown", + "id": "578cc96c", + "metadata": {}, + "source": [ + "## Regression Plots: Math Proficiency Change vs. Key Factors by Income Group\n", + "The following regression plots visualize the relationship between **math proficiency change (2019–2023)** and various explanatory variables, separated by **country income group**. Each plot includes:\n", + "\n", + "A regression line per income group\n", + "A horizontal reference line at zero change\n", + "A vertical reference line at zero (if the x-variable represents a change)\n", + "#### Variables examined:\n", + "- Completion Rate Change\n", + "- Teacher Ratio Change\n", + "- Out-of-School Rate Change\n", + "- Government Spending Change\n", + "- Digital Connectivity\n", + "- School Closure Days\n", + "\n", + " These plots help illustrate which indicators are most consistently associated with learning gains or losses across income groups." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c79bd5e1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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JiXz22Wd06tSJN99801Km6Ohodu7cSe/evS1zh9xsyEzr1q1ZunQpO3bsoHbt2kBGMFeqVKlsz8ncFhAQYPn6mWeeYcSIEZw6dcryebRixQoee+wxXF1db/m+jhw50nJP1qtXj2bNmjFjxgwiIiJ45plnmD17Nj/88APPPPMMkNGjr2TJktSsWfOW171RWloac+fOtQSiCQkJDBkyhP3791OxYkWmT5+Ol5cX8+bNw8nJyVLH/v37c/DgQdatW5fjz9wyZcrw/vvvA1CrVi2WLl1Kamoq48ePx97engYNGvDLL79YQtVjx47x9ddfM3DgQHr06AFk/DtlMBj49NNPeeGFF7L9Oc2cODooKMhqu9lszhLoG41GS/kgI/Br2bIlkBHQjRs3ztJzK1P16tVp1aoV8+bNu+NAIzOMsbe3p1GjRhiNRj766CMiIyMJDQ29o2uJiNyKeoqIiM2qUKECS5cuZenSpUybNo2yZcsSFBTExIkTLb/oAfz1118kJSXRtGlTq54lmaHJ5s2bOXHiBGfPnrU6D7D8on6jsmXLWr4+evQo58+fz3L9WrVq4e7uzubNm4GMB9BvvvmGV155hS+++IIzZ87Qu3dvmjRpAmTMYXD8+HHatm3L9OnT2bdvH08++WS23foh4wG3WrVqll/OMz311FNERUVx9OhRy7YbH2wCAgJISkq61dt7SzcOofn1119xdXWlTp06WY4dOnQogwcP5urVq+zdu5dVq1axePFiAFJTU2/5OiEhIZagAv7/4fXq1avZHp/5C/+NDwO3c7vX6d69O2PGjCExMZEDBw6wbt06Zs2alW0dqlWrZvV9QECAZdjL1q1bcXBw4JFHHrEq82OPPWb5Pqf3040MBgNPPfUUP/30EykpKQCsXr2aEiVKWOb2uN09eC9s3bqVatWqWQIRgMDAwCzv2+38l/sqU+b9cn0PiVvZvn07AE8++aTV9scffxw7Ozur4Wc+Pj6WQASwBBM3/txdX29HR0d8fHws98uWLVswGAw0atQoy2dXVFQUkZGR7Nq1i9TUVJo3b2513aFDh+Z4aFStWrUIDAy0rNqVkpLCTz/9xFNPPZWj8zPfAxcXF0tvkT179nDkyJHb9uaws7OzBISQ0XOlYcOG/PHHHwCULl2aGjVqWK6bkpLC2rVradOmzU17RtxMSEiIVQ+xzHsws0127txJw4YNLYEIQOXKlfnll1+oWLHiHX3mXt+u9vb2eHt7U7FiRezt///vmYUKFbJ8xmzduhWz2Zztv1PJyck37Xl1s3t36dKlVKhQweq/t956y+qY64fsHTt2jKioqCz3dsmSJalWrVqOhlbe6PHHH7eqb2YYeP0qYyIieUE9RUTEZrm5uVGpUiUAKlWqRLVq1WjdujXdunVj+fLllp4PsbGxAJa/vt3o4sWLREdHA+Dr62u1z8/PL9tzrj8u8/rvvfeeZfz9jdcHGD58OAEBAXz33XeW46pVq8aIESMIDw+nVatWmEwmvvjiC6ZOncqkSZMIDAzkjTfeyDacuXLlSrZ/4S5cuDCQscxtphuHkhiNxpsOw8iJunXr4u3tzbp16+jTp49liIadnV2WY0+ePMmIESPYunUr9vb2BAcHW34Zv10ZbvwL8+0eYgsVKoSbm9sth08kJiaSkpJiFYLc7nWio6MZOXIk69evx2AwUKpUKUvQcGMdnJ2ds1wr85iYmBgKFSpk9dda+P82g5zfT9lp06YN06dPZ+PGjTRu3Jjvv/+eF154wbL/dvdgXrlw4cJNVzaJjo7OdpiWn58fUVFROX6N/3JfZSpatCgGg4EzZ87c9Ji4uDjs7Oxwc3OzDH258XMh86H3+rDuxp+5zAf4G+/dW90vsbGxmM1mq55I17t48aKlTDnt6ZUdg8HAk08+yddff80777zDxo0biYuLy3bozM24u7vTsmVLvvvuO/r06cPy5cspVarUbXtzFCpUKMuQO19fX6vPr3bt2vHWW29x9uxZdu/eTVxcHE8//fSdVZLsPwfh/9skNjY2y78B17uTz9zrw5ebvf71Mn/ubxbEX7hwIdvtmROn3ngPN2vWzKo3XWbPputl9+/Y9Z9FmQoXLsy+fftuWvabKVKkSLavd/37JCKSFxSKiIj8y9fXlxEjRvD6668zatQoy7AXT09PIGOM941djMH6l8Abx03nZBx15vXffPNNS9fz63l5eQEZfwV+7bXXeO211zh79iy//vor06dP54033rDMz/HEE0/wxBNPcPXqVX7//Xdmz57N4MGDqVmzptVf1jOve/1kqZkyHyzzekjE9ezt7WnRogXff/89Xbp0YePGjcyfPz/LcSaTiR49euDg4MDXX39NeHg49vb2HD58+K6t/lK/fn22bdtGcnKy1V98My1btoxRo0bxxRdf5Lh3wqBBgzhy5AifffYZ1atXx9HRkaSkJL755ps7Kpu/vz8xMTGYTCarYOT6+yyn91N2Moc7rFu3DgcHB2JiYqz+2p+Te/C/unLlCv/8889NH6gDAgKy/bm6kzkL8uq+8vHxoUKFCmzatInBgwdn2/NgxowZLFy4kJ9++sny3kdFRVk9HKemphITE5PnP3MeHh64urry+eefZ7u/VKlSluEX0dHRBAcHW/adO3eOEydOWMK722ndujUzZ85k27ZtrF69murVq2fpEXE7zzzzDMuXL2fPnj388MMPVhPn3szVq1cxm81W7/2lS5esQp6WLVvy4Ycf8sMPP/DXX39Rr169HA2PulMeHh6WgPx6v/32G+XLl7+rn7mZP/cLFizAzc0ty/6b1Tc8PJxixYrx/fff07FjR8v2G4dEOjo63vL1M0Pim9Uvs243C/cSEhKynJcZtGTKvPZ/CfBERLKj4TMiItdp0aIFDRo0YPXq1ZbuvlWqVMHBwYELFy5QqVIly3+Z84WcPn2agIAASpYsyU8//WR1vR9++OG2rxkcHIyvry+nT5+2un5AQAARERHs27ePa9eu8eijj1q6sxcrVoyOHTvy+OOPW+Y16N+/v2WODg8PDx577DHLRK/Z9Q6oVasWf/31l2VMeabvvvsOPz8/SpUqdedv4B1o1aoVkZGRzJkzh8KFC2cbMMTExHDs2DHatWtH5cqVLV2pN27cCPz/L9bZ9TDJrW7duhEbG2s1Lj7T5cuXmTNnzk3nSriZnTt38uijj1K3bl3Lw8WNdciJ2rVrk5aWxi+//GK1ff369Zavc3I/3cpTTz3Fxo0bWb16NVWrVrUEgTm5B/PCzJkzSU1NpUOHDtnuz7xvr+8VEhUVxa5du256zRvvj5zeVznx8ssvc+jQoWxX+Th69CjffPMNtWvXpmjRolbzbVxvzZo1pKen5ziAyKnatWuTmJiI2Wy2uhciIyOZNm0aaWlpVK5cGQcHhywroCxYsIB+/fphMBiy9EzKTnBwMJUqVWLNmjVs2LDhtr1EsrtmrVq1CAoKYty4ccTExNCmTZvbvm5KSgpbt261fJ+QkMCGDRushuK5urrSqlUrVq9ezaZNm3LVSyQnatasyaZNmyzDzwAOHjxIjx492Lt37139zK1VqxaQcW9f39axsbF88sknWQKGTEajkT59+rB9+3Y+++yzbI85d+6c1US12SldujR+fn5Z7u1Tp06xa9cuS2+lzB4w169Ic/To0WzLd+Pn3A8//IDBYKBu3bq3LIuIyJ1STxERkRu89dZbPPXUU3z44YcsX74cb29vunfvzqRJk4iPj6dOnTpcuHCBSZMmYTAYKF++PAaDgb59+zJo0CBGjhxJ8+bNOXDggGXW/1s9VNjZ2TFgwABGjBiBnZ0dTZo0IS4ujunTp3PhwgUqVKiAs7MzFSpUYOrUqTg4OFCuXDmOHTvG8uXLLeOs69aty8iRIxkzZgwNGzYkLi6OqVOnEhQUlO2kol27duW7776ja9eu9OnTB29vb1asWMHWrVsZPXp0jh6EMkVHR3Py5MksY+5vpXbt2vj5+TFnzhy6dOmS7V/ZfX19CQwMZPHixQQEBODp6cnvv//OggULgP8fy+/h4QFkrPLi5eWVbX1zqmrVqvTr149PPvmEI0eO8PTTT+Pt7U1kZCTz5s0jISGBWbNm3dF8BJUrV2bVqlVUqFCBgIAA/vrrLz799FMMBsMdzc1Sq1YtHn74YYYPH86lS5coVqwYS5cu5cCBA5by5OR+upXHH3+cjz76iDVr1lhNDJuTexBg3759ODo6Wk14m53o6GhLkJGens7ly5f54YcfWL16NT179rQMbbtR586dWbx4MS+//LJlktRp06aRkpJy0zbJvD+2bNlCmTJlqFKlSo7uq5xo1aoVf/zxB6NGjWL37t20bNkSNzc39u7dy7x58/D09LRMUhwSEsLTTz/N1KlTuXbtGnXq1GH//v1MnTqVOnXqWCa4zSuNGjWiVq1a9OrVi169elGmTBn27NnDlClTqF+/vuUv7p07d2bBggU4OjpSt25d9u7dy6JFixg4cCD29vaWXgirV6+mSpUqN+0B0qZNG8tnx/Xz3GTH09OTv/76i//973/UrFnT0nbPPPMMERERPPzwwxQtWvS2dXRwcOCtt95i4MCBuLu7M2vWLK5du0avXr2sjmvXrh0dOnTA3d3dag6SvNSrVy86dOjAK6+8wksvvURKSgqTJk2iQoUKNGzYkCpVquTZZ+6NypYty1NPPcU777zDmTNnqFixIseOHWPixIkUL148216OmZ555hlOnjzJmDFj2LRpE08++SSBgYFcuXKF33//nZUrV+Lg4HDLuYOMRiMDBw5k2LBhDBgwgDZt2hATE8PUqVPx8vKia9euQMa/Uy4uLnz88cf079+fhIQEpk6dajUcMdOePXsYNGgQrVu35uDBg0yePJlnn332jnsgiYjcjkIREZEbBAcH06lTJ+bNm8eiRYvo0qUL/fv3x8/Pjy+++II5c+bg5eVFvXr1GDhwoOWB68knnyQxMZG5c+fy7bffEhoayvDhwxk+fPhtV09o3749bm5uzJkzhyVLluDq6kr16tUZP3685RfA999/n08++YR58+YRFRWFr68v7dq1o1+/fkDGSgCpqal89dVXfPHFFzg7O1OvXj0GDx6cZcw9ZMxr8OWXXxIREcGoUaNITU2lfPnyTJ8+nWbNmt3Re7ZhwwaGDRvG559/nu1kqdkxGo08+uijLFq06Kbj4AGmT5/OqFGjGDp0qOVhe8aMGYwePZodO3bQqVMnQkNDeeKJJ1i8eDGbNm266fKsOfXaa68RHh7O4sWL+eijj4iNjSUgIICGDRvSs2fPO+56//HHH/PBBx/wwQcfABkrPbz33nt89913dzxp4MSJE/n444+JiIggLS2NZs2a8fzzz1stsZqT++lmChUqRKNGjfjtt98sK5Zkut09CNCnTx8CAwOz7Tlxvd9++43ffvsNyBhOVbhwYcqWLcvMmTNv+fDl6enJ559/zqhRo3jzzTdxc3PjhRdewNXV9aY/Z+7u7nTt2pUlS5awYcMGNm/enKP7Kqc+/PBD6tSpw9dff83IkSOJj48nMDCQZ555hu7du1t19x81ahSlSpXi22+/Ze7cuRQpUoROnTrRu3fv//RQnB2j0cisWbOYNGkSn376KZcvX8bf358uXbpYrbozePBgChcuzJdffsm8efMoXrw4b731lmU+mRYtWrBy5UqGDh1Ku3btePfdd7N9vVatWvHxxx/TuHHjWw7TgowVuKZPn84rr7zC2rVrLT9TjRs3JiIiIsfL5Xp5eTF48GDGjx9PVFQUVapUYdGiRVZDgSAj7PT29qZFixZZ5mHJK+Hh4SxcuJCIiAgGDBiAm5sbjRo1YtCgQTg6OubpZ252PvroIz799FO++uorzp8/j6+vL61ataJ///637U03YMAAmjRpwldffcXUqVO5ePEizs7OhISE0KdPH9q1a5dtcHG9tm3b4ubmxqeffkrv3r1xd3enQYMGDBw40DKPjoeHB5MnTyYiIoLevXsTGBhInz59rD6/Mr300ktcuHDBEiD17NmTV199Nbdvj4jITRnM/2WmPBERsVi9ejXh4eFWv4xv2LCBV199lZUrV/6n3gsikDEZ4q5du2jWrJnVg13fvn05deoUy5cvz8fS3Ru7d+8mNjbWsnQtZCyV2rhxYx5//HGGDRuWj6WT/2r27NnMmTOHTZs23XYeizuxZ88e2rdvz7fffkvFihXz7Lpyd5QrV44+ffrw+uuv53dRRMQGqKeIiEge+e6775g4cSL9+/enaNGiHD9+nMmTJ1O7dm0FIpInjEYjQ4cOpVmzZrRr1w47Ozs2btzIjz/+aBmiUdCdPXuWAQMG0Lt3b2rXrk1SUhJfffUVV69e5dlnn83v4kkuLV++nEOHDvHFF1/Qo0ePPAtEtm3bxrZt21ixYgV169ZVICIiIlkoFBERySNjxowhIiKCcePGER0dTeHChXnsscfo27dvfhdNCoiiRYsye/Zspk2bRv/+/UlLS6NMmTKMHz+eJ554Ir+Ld0889thjxMbG8sUXXzB37lwcHBwsQybKlCmT38WTXDpw4ABfffUVjzzyCK+88kqeXTcmJobPPvuMkJAQmwkORUTkzmj4jIiIiIiIiIjYJC3JKyIiIiIiIiI2SaGIiIiIiIiIiNgkhSIiIiIiIiIiYpNsLhQ5ePAgBw8ezO9iiIiIiIiIiEg+s7lQJCUlhZSUlPwuBgDJycns3LmT5OTk/C6K/Edqy4JDbVlwqC0LDrVlwaG2LDjUlgWH2rLgUFvmjs2FIveT9PR0q//Lg0ttWXCoLQsOtWXBobYsONSWBYfasuBQWxYcasvcUSgiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNss/vAsjtmcwmjsecIi45AU8nN4K8S2A0KM8SERERERER+S8Uitzn/r5wgBX7f+Ts1fOkmdKxN9pRzCOANmEtqOhfPr+LJyIiIiIiIvLAUneD+9jfFw4wa8cXnIg9jbO9E4WcPXG2d+JE7Blm7fiCvy8cyO8iioiIiIiIiDywFIrcp0xmEyv2/0hS6jV8XArhaOeI0WDE0c4RHxcvklKTWbH/R0xmU34XVUREREREROSBpFDkPnU85hRnr57Hw8kNg8Fgtc9gMODu6MrZq+c5HnMqn0ooIiIiIiIi8mBTKHKfiktO+HcOkeynfXGwsyfNlE5ccsI9LpmIiIiIiIhIwaBQ5D7l6eSGvdGONFNatvtT09OwN9rh6eR2j0smIiIiIiIiUjAoFLlPBXmXoJhHAFeTEzGbzVb7zGYz8SmJFPMIIMi7RD6VUEREREREROTBplDkPmU0GGkT1gIXByeik66QnJaCyWwiOS2F6KQruDg40SasBUaDmlBEREREREQkN/REfR+r6F+eHjVfoFShQJLTk4m9FkdyejKlCgXSo+YLVPQvn99FFBEREREREXlgZT+Lp9w3KvqXJ7xIWY7HnCIuOQFPJzeCvEuoh4iIiIiIiIjIf6RQ5AFgNBgJ9imV38UQERERERERKVDU3UBEREREREREbJJCERERERERERGxSQpFRERERERERMQmKRQREREREREREZukUEREREREREREbJJCERERERERERGxSQpFRERERERERMQmKRQREREREREREZukUEREREREREREbJJCERERERERERGxSQpFRERERERERMQmKRQREREREREREZukUEREREREREREbJJCERERERERERGxSQpFRERERERERMQmKRQREREREREREZukUEREREREREREbJJCERERERERERGxSQpFRERERERERMQmKRQREREREREREZukUEREREREREREbJJCERERERERERGxSQpFRERERERERMQmKRQREREREREREZukUEREREREREREbJJCERERERERERGxSQpFRERERERERMQmKRQREREREREREZukUEREREREREREbJJCERERERERERGxSQpFRERERERERMQmKRQREREREREREZukUEREREREREREbJJCERERERERERGxSQ9MKLJixQpatWpFpUqVePzxx1m3bl1+F0lEREREREREHmAPRCiycuVK3nrrLTp06MDq1atp1aoVAwcO5K+//srvoomIiIiIiIjIA+q+D0XMZjOTJk3ipZde4qWXXqJUqVL07t2bhx56iO3bt+d38URERERERETkAWWf3wW4naNHj3LmzBmefPJJq+1z587NpxKJiIiIiIiISEFw3/cUOX78OACJiYm8/PLL1KtXj/bt2/PLL7/kb8FERERERERE5IF23/cUiY+PB2DIkCH06dOHQYMG8cMPP9CrVy8+++wz6tWrd8fXNJvNJCYm5nVR71hSUpLV/+XBpba8P5nMJk5eOcPVlAQ8HN0o6RWI0XDrLFhtWXCoLQsOtWXBobYsONSWBYfasuCwpbZ0dXXNs2sZzGazOc+udhesXbuWAQMGMHLkSF544QXL9h49egAwa9asO7re3r17SUlJydMyisj950TiWbbG7OZyaiwmswmjwYivQyHqelehlGux/C6eiIiIiIjkUo0aNfLsWvd9T5GAgAAAypYta7U9JCSEDRs25OqaDg4OhISE/Nei/WdJSUkcP36coKAgXFxc8rs48h+oLe8v+y5F8uue7SSZruHh7I690Y40UzoxqXH8emU7L5VqR3jh0GzPVVsWHGrLgkNtWXCoLQsOtWXBobYsONSWuXPfhyLh4eG4ubmxe/duatasadl+6NAhSpYsmatrGgyGPO1u81+5uLjcV+WR3FNb5j+T2cT3R3/jWloyvi7eGAwGAOzt7HGydyQ66QrfH/2N6iUq3XIojdqy4FBbFhxqy4JDbVlwqC0LDrVlwaG2vDP3fSji7OxM9+7dmTZtGv7+/lSuXJk1a9awefNm5s+fn9/FE5H7zPGYU5y9eh4PJzdLIJLJYDDg7ujK2avnOR5zimCfUvlUShERERERuR/c96EIQK9evXBxcWHixIlcuHCBMmXKMGXKFOrUqZPfRROR+0xccgJppnTsjdl/vDnY2ZOQmkhccsI9LpmIiIiIiNxvHohQBKBr16507do1v4shIvc5Tye3f+cQScPRzjHL/tT0NOyNdng6ueVD6URERERE5H5y67UpRUQeMEHeJSjmEcDV5ERuXFzLbDYTn5JIMY8AgrxL5FMJRURERETkfqFQREQKFKPBSJuwFrg4OBGddIXktBRMZhPJaSlEJ13BxcGJNmEtbjnJqoiIiIiI2AY9FYhIgVPRvzw9ar5AqUKBJKcnE3stjuT0ZEoVCqRHzReo6F8+v4soIiIiIiL3gQdmThERkTtR0b884UXKcjzmFHHJCXg6uRHkXUI9RERERERExEKhiIgUWEaDUcvuioiIiIjITelPpiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNUigiIiIiIiIiIjZJoYiIiIiIiIiI2CSFIiIiIiIiIiJikxSKiIiIiIiIiIhNss/vAkjeM5lNHI85RVxyAp5ObgR5l8BoUP4lIiIiIiIicj2FIgXM3xcOsGL/j5y9ep40Uzr2RjuKeQTQJqwFFf3L53fxRERERERERO4b6j5QgPx94QCzdnzBidjTONs7UcjZE2d7J07EnmHWji/4+8KB/C6iiIiIiIiIyH1DoUgBYTKbWLH/R5JSr+HjUghHO0eMBiOOdo74uHiRlJrMiv0/YjKb8ruoIiIiIiIiIvcFhSIFxPGYU5y9eh4PJzcMBoPVPoPBgLujK2evnud4zKl8KqGIiIiIiIjI/UWhSAERl5zw7xwi2U8T42BnT5opnbjkhHtcMhEREREREZH7k0KRAsLTyQ17ox1pprRs96emp2FvtMPTye0el0xERERERETk/qRQpIAI8i5BMY8AriYnYjabrfaZzWbiUxIp5hFAkHeJfCqhiIiIiIiIyP1FoUgBYTQYaRPWAhcHJ6KTrpCcloLJbCI5LYXopCu4ODjRJqwFRoOaXERERERERAQUihQoFf3L06PmC5QqFEhyejKx1+JITk+mVKFAetR8gYr+5fO7iCIiIiIiIiL3jexn5ZQHVkX/8oQXKcvxmFPEJSfg6eRGkHcJ9RARERERERERuYFCkQLIaDAS7FMqv4shIiIiIiIicl9T9wERERERERERsUkKRURERERERETEJikUERERERERERGbpFBERERERERERGySQhERERERERERsUkKRURERERERETEJikUERERERERERGbpFBERERERERERGySQhERERERERERsUkKRURERERERETEJikUERERERERERGbpFBERERERERERGySQhERERERERERsUkKRURERERERETEJikUERERERERERGbpFBERERERERERGySQhERERERERERsUkKRURERERERETEJikUERERERERERGbpFBERERERERERGySQhERERERERERsUkKRURERERERETEJikUERERERERERGbpFBERERERERERGySQhERERERERERsUkPXChy7NgxqlWrxrJly/K7KCIiIiIiIiLyAHugQpHU1FQGDRpEYmJifhdFRERERERERB5wD1QoMmXKFNzc3PK7GCIiIiIiIiJSADwwocj//vc/lixZwpgxY/K7KCIiIiIiIiJSANjndwFyIi4ujjfffJO3336bokWL/ufrmc3m+2IITlJSktX/5cGltiw41JYFh9qy4FBbFhxqy4JDbVlwqC0LDltqS1dX1zy7lsFsNpvz7Gp3ycCBAzGbzUycOBGAcuXK8dFHH9G2bds7vtbevXtJSUnJ6yKKiIiIiIiIyD1Qo0aNPLvWfd9TZMWKFezYsYNVq1bl2TUdHBwICQnJs+vlVlJSEsePHycoKAgXF5f8Lo78B2rLgkNtWXCoLQsOtWXBobYsONSWBYfasuBQW+bOfR+KfPvtt1y+fJnGjRtbbR85ciRz585lzZo1d3xNg8GQp91t/isXF5f7qjySe2rLgkNtWXCoLQsOtWXBobYsONSWBYfasuBQW96Z+z4UGT9+PNeuXbPa1qJFC/r27UurVq3yqVQiIiIiIiIi8qC770MRf3//bLf7+voSGBh4j0sjIiIiIiIiIgXFA7Mkr4iIiIiIiIhIXrrve4pk5+DBg/ldBBERERERERF5wKmniIiIiIiIiIjYJIUiIiIiIiIiImKTFIqIiIiIiIiIiE1SKCIiIiIiIiIiNkmhiIiIiIiIiIjYJIUiIiIiIiIiImKTFIqIiIiIiIiIiE1SKCIiIiIiIiIiNkmhiIiIiIiIiIjYJIUiIiIiIiIiImKTFIqIiIiIiIiIiE1SKCIiIiIiIiIiNkmhiIiIiIiIiIjYJIUiIiIiIiIiImKTFIqIiIiIiIiIiE1SKCIiIiIiIiIiNkmhiIiIiIiIiIjYJIUiIiIiIiIiImKTFIqIiIiIiIiIiE1SKCIiIiIiIiIiNkmhiIiIiIiIiIjYpP8UiphMJg4cOMDGjRuJj48nNjY2j4olIiIiIiIiInJ32ef2xJUrVxIREcHFixcxGo188803TJkyBQcHByIiInB0dMzLcoqIiIiIiIiI5Klc9RRZu3YtQ4YMoW7dukycOBGTyQRAixYt2LhxI9OnT8/TQoqIiIiIiIiI5LVc9RSZOXMmzz33HO+++y7p6emW7W3btuXy5ct8/fXX9O/fP6/KKCIiIiIiIiKS53LVU+TYsWM0b948231VqlThwoUL/6lQIiIiIiIiIiJ3W65CEV9fX44cOZLtviNHjuDr6/ufCiUiIiIiIiIicrflKhRp1aoVkydP5vvvvyclJQUAg8HA33//zfTp02nZsmWeFlJEREREREREJK/lak6R/v37c+jQIfr374/RmJGrdOrUicTERGrWrEm/fv3ytJAiIiIiIiIiInktV6GIo6Mjc+bMYfPmzWzZsoUrV67g4eFB7dq1adSoEQaDIa/LKSIiIiIiIiKSp3IVimR6+OGHefjhh/OqLCIiIiIiIiIi90yuQpFhw4bddJ/RaMTV1ZWgoCBatWqFt7d3rgsnIiIiIiIitqFp06bUrl2bjz/+OL+LIjYkV6HI+fPn+fPPP0lOTiYwMBA/Pz8uX77M6dOnMRqNFC5cmMuXLzNjxgy+/PJLSpQokdflFhERERERkQJk6tSpuLu753cxxMbkavWZJk2a4OHhwVdffcXPP//MV199xU8//cSyZcvw9/enV69ebN68meLFizNhwoS8LrOIiIiIiIgUMOHh4ZQsWTK/iyE2JlehyPz583njjTeoWrWq1fawsDD69evHp59+ipeXF926dWPbtm15UU4REREREREpwJo2bcrQoUM5ffo05cqVY926dfTt25dq1apRq1Ythg8fTkJCguV4s9nM4sWLefzxx6lcuTLNmzdn9uzZmM1myzGbN2/mhRdeoEaNGtSpU4c33niDc+fOWfYvW7aMSpUqsXPnTp555hkqVarEo48+yi+//MLRo0d56aWXqFKlCs2bN2fNmjVW5T179iwDBw6kdu3aVKlShZdeeol9+/blqu5z586lWbNmVK5cmeeee45ffvmFcuXKWZ6np0yZQvPmzZk6dSp16tThkUceISYmhvT0dBYvXsyTTz5J3bp1ef3115k0aRLJycmWaw8dOpSmTZtavV7me7xs2TIAtm3bRrly5fj999/p2LGj5f1ctGhRrurzIMlVKBITE4OPj0+2+7y8vLh8+TIAPj4+JCYm5r50IiIiIiIiYpNGjhxJYGAg06dPp3v37nz77bfMnDnTsn/ChAmMGjWKRo0aMWPGDNq3b8/EiROZPn06ACtXrqRbt274+/szYcIEhg0bxl9//UWHDh0sz6wAaWlpDBw4kOeee47p06fj5OTEoEGD6NmzJ40bN2bSpEn4+fkxZMgQzp8/D0B0dDTPPfcc//zzD++88w4RERGYTCY6duzIkSNH7qieU6dOZfz48Tz22GNMnz6dKlWqMGDAgCzHnT17lp9++okJEybQv39/vL29GTFiBKNHj6Zp06Z88skntGjRgq+++opevXpZhUM5NWDAAMLDw5k2bRoPP/wwH3zwAQsXLrzj6zxIcjWnSHh4OHPmzKFevXo4OjpatqekpDBv3jzCwsIA+OeffyhatGjelFRERERERERsRqNGjRgyZAgA9erVY/PmzWzYsIE33niDuLg4PvvsMzp16sSbb74JZKyOGh0dzc6dOzGZTIwbN46HHnqIiRMnWq5ZvXp1WrVqxbx58xg8eDAAJpOJnj170r59ewDi4uIYOHAgL730El27dgWgcOHCPPPMM/z9998EBASwYMECYmNj+fLLLwkMDASgYcOGtGrVikmTJjF58uQc1TExMZHZs2fTsWNHBg0aBED9+vVJSkpiyZIlVsempaUxZMgQHnroIQAOHz7M0qVL6d+/P6+99hqJiYl4eXlRoUIF3n77bTZu3EijRo3u6D1/5JFHGD58OAANGjTg4sWLzJgxg44dO2I05qpPxX0vV7UaNGgQe/fupWnTprz99ttMnDiRt99+m2bNmrF3714GDx7Mjh07mDBhAq1bt87rMouIiIiIiEgBd+N0DQEBAZaRCLt27SI1NZXmzZtbHTN06FDmzZvHsWPHiIqK4sknn7TaX7JkSapVq5Zlmodq1apZvi5cuHCW1y9UqBCQEZgAbNmyhbCwMPz9/UlLSyMtLQ2j0UjDhg35448/clzHXbt2ce3aNVq2bGm1/Yknnsj2+LJly1q+3r59O0CWOj766KPY2dnlaiqLG5/fW7RoweXLlzl27NgdX+tBkaueItWqVWPZsmXMnDmTTZs2ER0dTUBAAA0aNKBnz56ULFmSLVu20LdvX15++eW8LrOIiIiIiIgUcC4uLlbfG41Gy5CQ2NhYgJtO65C5PzPguF7hwoWzzP2R3ao3zs7ONy1bbGwsJ06coEKFCtnuT0pKylL+7ERHRwNZ65FduW/cfuXKFQD8/PysjrG3t8fb25urV6/e9vVvVKRIEavvfX19gf8PgwqiXIUiAMHBwYwdO/am++vVq0e9evVye3kRERERERGRbHl6egIZoUJwcLBl+7lz5zhx4gTe3t4AXLp0Kcu5UVFRlv255eHhQe3atS1Dd250/TQTtxIQEABkrUdmWHIrXl5eQEZ9ihcvbtmemppKTEyMpY4Gg4H09HSrc28292dmmJQpc+6VzHCkIMr1oKCrV6/y008/sXLlSlasWJHlPxEREREREZG7oXLlyjg4OPDzzz9bbV+wYAH9+vWjdOnS+Pn5sWrVKqv9p06dYteuXVSvXv0/vX7t2rU5duwYpUuXplKlSpb/vvvuO7755hvs7OxydJ3y5cvj4eHBjz/+aLX9hx9+yFEZgCx1/OGHH0hPT6dGjRoAuLm5ERMTY7UizZ9//pntNX/55Rer77///nsCAwML9FLJueop8ttvv9G/f3+SkpKy3W8wGGjTps1/KZeIiIiIiIhItnx8fOjcuTMLFizA0dGRunXrsnfvXhYtWsTAgQNxdHRk4MCBDBs2jAEDBtCmTRtiYmKYOnUqXl5elglUc6tLly6sXLmSLl260K1bN7y9vVm7di1ff/01w4YNy/F13N3d6d69O5MnT8bFxYXatWuzfft2vvzyS4BbTm4aEhLC008/zdSpU7l27RpVqlRh06ZNLF++nDp16tCgQQMAmjRpwsKFC3nrrbdo3749kZGRzJs3L9vgZv78+Tg7O1O1alV+/PFHfv31VyIiIu7w3Xmw5CoUmTBhAsHBwQwbNgx/f/8COwutiIiIiIiI3J8GDx5M4cKF+fLLL5k3bx7Fixfnrbfe4oUXXgCgbdu2uLm58emnn9K7d2/c3d1p0KABAwcOzDIPx53y9/fnq6++IiIignfffZfk5GSCgoIYNWoU7dq1u6Nrvfrqq5hMJpYsWcLcuXOpUqUKgwYN4qOPPsLV1fWW544aNYpSpUrx7bffMmfOHLy9vXn++efp37+/5Tn94YcfZsiQISxcuJAff/yRChUqMHXqVJ577rks13vrrbdYvnw5n376KcHBwUyePJlHH330jurzoDGYc7F4caVKlZg+fboleXqQ7N27F8ioQ35LTExk//79hIWF3fZml/ub2rLgUFsWHGrLgkNtWXCoLQsOtWXBobbMX2lpaaxevZo6depQtGhRy/bFixfz4Ycfsm3bNsv8KbfzX9py27ZtdO7cmc8//5w6derc0bkPulz1FClWrBjx8fF5XRYRERERERGRB57JZMJkMt32ODs7O2bPns2CBQt47bXX8Pb25sCBA0yaNIk2bdrkOBCR3MtVKPLqq68ybdo0KlWqZDXLrYiIiIiIiIitmzZtGlOnTr3tcZ9//jkzZ85kwoQJvPvuu8TFxVGsWDG6dOnCq6++eg9KKrkKRVatWsWFCxdo3rw5Pj4+WdZvNhgMrF+/Pk8KKBkSUhI5EXuaoh7+eLt45XdxRERERERE5CaeffZZGjdufNvjSpcujbu7OxMnTrz7hbqFOnXqcPDgwXwtQ37JVSgSEBBgWU9Z7j6T2cTw9WM5e/UCAEXdixBWJJRwv1DCi4RS2NUnn0soIiIiIiIimfz9/fH398/vYkgO5CoU+eijj/K6HHILSanXOB8fZfn+XPxFzsVf5JejmwEo4uZLuF9Zwv8NSvzcfDEYDPlVXBEREREREZEHQq5CkUyXLl0iNTWVzAVsTCYTSUlJ7Nixg+effz5PCijg5ujKy9WfY/n+77mUGJ1l/8WEy1xM2MKG41sA8HX1Jszv/3uSFHUvopBERERERERE5Aa5CkUOHDjAwIEDOXbsWLb7DQaDQpE81jykAc1DGnAx4TL7L0ayLyrjvwvX9SDJdDkxht9PbOf3E9sB8Hb2Iswv5N+eJGUJ9AxQSCIiIiIiIiI2L1ehyNixY4mLi2PIkCH8+uuvODo60qRJEzZu3MjGjRv5/PPP87qc8q8ibr4UKe1Lo9J1AYhOjGVf1CH2/RuUZM47cr2Ya1f449RO/ji1EwBPJ3erniQlvIphNBjvaT1ERERERERE8luuQpHdu3czdOhQ2rdvj6urKytXruSFF17ghRdeoG/fvixcuJCaNWvmdVklGz6uhahfqjb1S9UGIDbpCvuiDrMv6hD7L0ZyKu5clnPikuPZdvovtp3+CwB3RzfK+4VkhCR+oQQVKo7RqJBERERERERECrZchSIpKSmULl0agODgYKule9q2bcvIkSPzpnRyxwq5ePFQyRo8VLIGkBGA7I+KtPQkORl7BjNmq3PiUxLYcWY3O87sBsDVwYXyhctk9CYpEkpp75LYG+3ueV1ERERERERE7qZcdQcoVqwYp06dAqBUqVLEx8dz+vRpABwdHbly5UrelVD+E08nd+oUr0bX6s8y7tHhzH16HG/W78kTZZsR7F0y27lFElOT+PPc3yzes5zh68fSdfkbjPptMsv2reNA1BHS0tPyoSYiIiIiImILOnXqxNChQ7PdN2XKFJo2bXqPS3R3bNu2jXLlylmepbPTtGlTpkyZctP9y5Yto1y5cpbv+/bty8yZM3NdpqFDh9KpU6dcn/8gylVPkRYtWjB+/HhcXFxo2bIlwcHBTJw4kR49ejBv3jxKlCiR1+WUPOLu6EbNwCrUDKwCQGJKEgcuHWFfVCT7Lx7iSMxJTGaT1TnJacnsPr+f3ef3A+Bo50BZ32DLEsAhvqVxtHO453URERERERF5UFWrVo3ff/8dHx+f/C6KxfDhw0lPT8/vYtxTuQpF+vTpw4kTJ/j2229p2bIlw4YNo0+fPqxduxY7OzsmTJiQ1+WUu8TV0YXqxSpSvVhFAK6lXuPg5aOW4TaHo4+TbrL+oUhJT+Xviwf5+2LGsCkHoz0hvqUtE7eW9Q3Gyd7xntdFRERERETyhslk5uiZK8QlpODp5khwoBdGo1awzEuOjo74+fnldzGseHh45HcR7rlchSJOTk5MnjyZ1NRUABo0aMCqVav4559/qFChAiVLlszTQsq94+zgTJWAcKoEhAOQkpbCocvHMnqSREVy6NJRUk3Ww2dSTWns/3f/t/vAzmhHiHcpwv5dArh84WCcHZzzozoiIiIiInKHdkdGsfSXSM5cjCct3YS9nZHAIu60axpKldD76yG+adOmPPvss/z1119s2bIFf39/evToQfv27YGM4SWffPIJ/fr1Y/LkycTFxfHQQw8xYsQI/P39gYw5MydNmsR3331HfHw8oaGh9O3bl/r161uuMXXqVJo1a8by5cupWbNmtkNUypUrR0REBF9//TW7du3C39+fYcOGATBmzBguXLhAzZo1GTt2LD4+Pmzbto3OnTvz888/U7x4ca5evcqHH37Izz//jIODA6+++mqW1/jpp5+YPHkyJ06coHLlytStW/eW78+ff/5JREQEe/fuxcfHhyZNmvDGG2/g7u6e7fFDhw7lzJkzLFy40FK+WbNmMW7cOI4fP06pUqUYNGgQTZo0sZyzcOFCFi1axLlz5yhevDivvvoqrVu3BuDcuXNERESwZcsWEhISqFGjBm+++aZlyM/QoUMxGAwUKVKEr776irS0NNq0acMrr7zCu+++a2nT4cOH06hRoxy11536T0uMODj8/5CJkiVL8thjjykQKWAc7R2p6F+OZys+wcgmA5jfdgLvNR1Ih4pPUsm/PE52WXuEpJvSOXj5KCv2/8DojVPosvwN3vppDIt2L+PPs3tJTEnKh5qIiIiIiMjt7I6MYtrS3Rw/G4ezkx3eHk44O9lx/Fwc05buZndkVH4XMYtp06ZRqVIlVqxYQceOHRkxYgRr16617I+OjmbevHlERESwYMECzp07R/fu3UlLy/hj77Bhw9i0aRPjxo1j+fLlPPbYY/Ts2ZMNGzZYrnHmzBkuXLjA8uXLeeONN25alg8//JCOHTuyevVqQkJCeOONN5gxYwbjxo1j5syZ7Nmzh9mzZ2d7bv/+/dmzZw8zZ85k3rx5/Prrr5w5c8ay/88//+T111+nRYsWrFy5ktatWzNr1qybluXAgQN06dKFhx9+mO+++47x48fzzz//0K1bN8xm803Pu9G4ceMYPnw4y5Yto0SJEgwaNIiEhAQA5s6dy/jx43n55ZdZvXo1HTt2ZNiwYWzevJn4+Hief/55Lly4wIwZM/jqq69wdXXlxRdf5OzZs5brr1q1iqtXr/L1118zbNgwFi1aRLt27WjZsiXLli0jODiYoUOHWsqck/a6E7nqKXLt2jUmT57M1q1buXr1KiaT9RwUBoOB9evX56pAcn9zsHMgzC+UML9QngHS0tM4GnPS0pPkQNQRktKuWZ1jMps4HH2cw9HH+e7ATxgMBoIKFSfcryxh/y4F7O7klj8VEhERERERIGPIzNJfIkm6loavl5NlUQYnox2OnkYuxyWz9JdIKpUpfF8NpXn44Yfp06cPkLE66u7du1mwYAGtWrUCIDU1lbFjx1KhQgUg4yG/VatWbNmyhZIlS7J69WqWLl1KpUqVAOjatSsHDhxg7ty5NG7c2PI6vXr1uu38mU8//TSPPvooAM899xy//PILAwYMoHLlypayHjp0KMt5R48e5ffff2f+/PnUrFkTgIiICKseGYsWLaJ69eq8/vrrAJQuXZpDhw7x+eefZ1uWuXPnUq9ePXr16gVAUFAQERERPPLII2zfvp06dercsi6Z+vfvT7169Sxft27dmkOHDlGtWjXmz59P586defbZZwHo2LEj165dIz09ne+++46YmBiWLVtmmTdl/PjxPPLIIyxevJjBgwcD4OnpyfDhw7Gzs6NUqVJERERQt25d2rRpA8ALL7zAr7/+yqVLl0hMTMxxe+VUrkKR0aNH8/XXX1O9enVCQ0MxGv9ThxN5gNnb2VO2cDBlCwfTJuxR0k3pHI89/e+cJIc4EHWYhFTrniFms5ljMac4FnOKNYd+BqCkV6BlTpIwvxC8nD3zozoiIiIiIjbr6JkrnLkYj4ebQ5ZVKg0GAx4uDpy5GM/RM1cIKVHorpXD3t4+yx/eM5lMJuztrR9jb3y4r1q1qlWvATc3N0sgAlCmTBk8PT05dOgQ8fHxAHTu3NnqGqmpqXh6Wj+TBAUF3bbspUuXtnzt7JwxhcD1QYqTkxMpKSlZzssMSjIf9AEKFy5sde6hQ4d4+OGHrc6rVq3aTUORffv2ceLECapVq5Zl35EjR3IcigQHB1u+zhx2k5qaSnR0NBcvXqRKlSpWx7/88ssAvPvuuwQFBVlNJOvk5ETlypU5ePCgZVvJkiWxs7OzfO/i4pLlPQNITk5m3759QM7aK6dyFYr88MMPvP766/Tu3TtXLyoFl53RjjI+pSjjU4onyz+CyWTi5JUz/HPx0L+9SQ4Tn5KQ5byTV85w8soZvj+8AYBAzwBLSBLuVxZvF697XBMREREREdsSl5BCWroJh5usLOlgbyQ+KZW4hKwP9XnJy8uLuLi4bPfFxsbi5WX9bHBjSGI2m63+cH/9tA/XH2NnZ2cZkrF48WLc3Kx7r9/4x//MkONWbiwLkCVgupUbw6Ds6na97Op2/bWefPJJevbsmWXfnax44+iYdcoEs9ls2X6z+pnN5mz3paenW9UruzrcrOPFnbRXTuUqFElNTbV06RG5FaPRSJB3CYK8S/B4uWaYzCZOXznHvqjIf5cBjuRK8tUs552JO8+ZuPP8dGQTAEXdi/w7cWtGUFLY9f5ZtkpEREREpCDwdHPE3s5IaroJJ6Ndlv2paRmTrnq63d2VJitVqsS8efNITk629BKAjAfiHTt2UKtWLavj9+7da/X9n3/+SXh4uOX72NhYTp48aZn/MjIykqtXrxIeHo63tzcAFy9etBp6MXHiRAwGA/3798/j2mUvs7x//vmnpRxxcXGcPHnSckxYWBh//vmn1Xk31v16oaGhREZGUqpUKcu2o0ePMnbsWAYOHPifV5pxd3enSJEi7N27l2bNmlm29+3blyJFilC2bFlWrFjB5cuX8fX1BTJ6e/z999+WoTF3KjQ0FMjb9spVKNKgQQM2bNiQ4+42IpmMBiMlCwVSslAgLUMbYzabOXv1gmW4zb6oSGKSrmQ571z8Rc7FX+SXo5sBKOLmS7hf2X97koTi5+Z7RwmsiIiIiIhYCw70IrCIO8fPxeHoabT6/dpsNnM1KZWgop4EB97dXtzPPPMMn332Gb179+a1114jICCACxcuWFY46dq1q9Xxa9asoXLlytSvX5/169fz008/ZVkd5s0332T48OGYTCbeffddqlWrRq1atTAYDDRp0oSRI0cyYsQIypYty48//sinn37KqFGj7mo9r1eyZElatmzJ+++/j6OjI4ULF2bChAlWQ226detG+/btGTNmDM8++yx79+5l8eLFN71mt27dLBPPdu7cmYSEBN577z0SEhJyNBQoJ3r06MGECRMICgqievXqbNq0iZ9//pm5c+cSHh7OzJkz6d+/P4MHD8bR0ZHp06eTmJhIhw4dcvV6oaGhed5eOQ5FVqxYYfm6QoUKTJ48mYsXL1KjRg1cXV2zHJ/b5Edsi8FgINAzgEDPAJqHNMBsNnMhPiqjJ8nFjN4klxKjs5x3MeEyFxO2sOH4FgB8Xb0zepH4hRJepCwB7n4KSURERERE7oDRaKBd01CmLd3N5bhkPFwccLA3kppm4mpSKq5O9rRrGnrXJ1ktVKgQS5YsYdKkSfTv35+YmBi8vLyoVasWS5YsyTLZaZs2bfjxxx8ZM2YMQUFBfPLJJ5blWzM98cQT9OjRg9TUVJo2bcrw4cMtzwsTJ05k4sSJjBw5kitXrlCiRAk++OADnnnmmbtazxuNGTOGsWPHMmDAAEwmEx06dCA6+v+fhcLCwpg9ezbjxo1j0aJFhIaG0rNnT8aPH5/t9apWrcqcOXOYNGkSbdu2xcXFhbp16zJkyJBsh8TkxosvvkhycjKTJ08mKiqKoKAgJk6caFkqeNGiRYwZM4YuXboAUKNGDb788svbTlh7K3ndXgZzDtfiKV++fM4vajCwf//+XBXobsvsXnT9BDb5JTExkf379xMWFpZtsCQZLiZcZl/mnCQXI7mQcOm253g7e1kNtwn0CLirIYnasuBQWxYcasuCQ21ZcKgtCw61ZcGRXVvujoxi6S+RnLkYT1p6xpCZwCLutGsaSpVQv3wusbWmTZvy9NNPW1ZkudGyZcsYNmyY1cSeBZV+LnMnxz1Ffv7557tZDpGbKuLmS5HS9WhcOmMZqEuJ0ey/ePjfeUkOce7qxSznxFy7wh8nd/DHyR0AeDl5EGaZuDWU4l5FMRq0apKIiIiIyI2qhPpRqUxhjp65QlxCCp5ujgQHet1Xy/CK5JUchyKBgYFW38fGxrJr1y7L5CanTp3i119/pU2bNrleCkckJwq7+tAgqDYNgmoDEJN0hf3XDbc5HXcuyzlXkq+y9fSfbD2dMTGRu6MbYX4hluE2pbwCtbS0iIiIiMi/jEbDXV12V+R+kauJVg8fPkyXLl1wdHS0hCJnzpxh3LhxfP7558yfP5/ixYvnZTlFbsrbxYuHStbkoZIZKyLFXbvK/kuHLSHJydgzmLEeJRafksD/zuzmf2d2A+Dq4EL5wmUsSwCX9i6BXTYzbouIiIiIyP3jl19+ueX+tm3b0rZt23tUGnkQ5SoUGTt2LIGBgUydOtWyrW7duvz222/06tWLcePGMWnSpDwrpMid8HT2oE7xatQpXg2A+OQEDlwXkhyLPZVlfe/E1CT+PPc3f577GwBneyfKFS5jmZOkjHcp7O1y9eMiIiIiIiIi96lcPeXt2rWL8ePH4+dnPcmOj48Pr776KsOGDcuTwonkBXcnN2oGVqFmYBUAElOSOHDpyL8Ttx7iSMxJTGaT1TnX0pLZfX4fu8/vA8DRzoFyhYMJ8ytLuF8oIb5BONo53PO6iIiIiIiISN7JVShiMBhISEjIdl9KSgqpqan/qVAid5OrowvVi1WkerGKAFxLvcbBy0ctPUkORx8n3ZRudU5Keip7Lxxk74WMWasdjPaE+JYm3C+UCkVCCXQJuOf1EBERERERkf8mV6FInTp1mD59OnXq1MHHx8eyPTo6mpkzZ1KnTp08K6DI3ebs4EyVgHCqBIQDkJyWQuTloxmr21yMJPLyMVJNaVbnpJrS2B8Vyf6oSL7dB3YGOwKcClONY1QJDKecbzDODs75UR0RERERERHJoVyFIoMHD6Zdu3Y0a9aMqlWr4uPjQ0xMDH/99RdOTk5MmDAhr8spcs842TtS0b88Ff3LAxm9RA5fPp4x3CYqkkOXjpKcnmJ1Tro5nTPXLnDm8AVWH/4Zo8FIGe+ShBUpS7hfCOULh+Dq6JIf1REREREREZGbyFUoUqJECVavXs28efP4888/OXv2LB4eHnTo0IEuXboQEKChBFJwONo5ZKxKUyQUgLT0NI7GnPy3J8khDlw6wrW0ZKtzTGYTkdHHiYw+zncHfsRgMBBUqDjhfmUJLxJKWOEQ3J3c8qM6IiIiIiIi8q9cL6fh5+fHkCFDbnmM2Wzmrbfe4vXXX6dYsWK5fSmR+4q9nT1lCwdTtnAwbcIeJd2Uzv7zkWzct4UYu6scijlGUuo1q3PMZjPHYk5xLOYUaw79jAEDJb2KEVYkNGOFG79QPJ098qlGIiIiIiIitumurjFqMplYsWIFL774okIRKbDsjHYEFypJsncCYWFhODs7czz2dEZPkqhIDkQdJj7FemJiM2ZOXDnDiStn+D5yAwDFPYtalgAO8wvF28UrH2ojIiIiIpK/mjZtytNPP83rr79uk68v99ZdDUUg4y/kIrbEaDQS7FOSYJ+SPFGuGSazidNXzlkmbt0XdYi45Pgs552OO8fpuHP8eGQjAEXdi/x/T5IioRR29clyjoiIiIiI5K2lS5fi5OSU38WQe+SuhyIits5oMFKyUCAlCwXSMrQxZrOZM1fPW5YA3n8xkphrV7Kcdy7+IufiL/LL0c0A+LsVvi4kKUsRN997XRURERERsRFms4mU88dIT4zDztUTx4DSGAzG/C7WPXH9CqtS8CkUEbnHDAYDxT2LUtyzKC1CGmI2mzkfH8W+i4csQ24uJ8ZkOe9CwiUuHLvEhmNbACjs6kO4XyhhfiGEFylLgLsfBoPhXldHRERERAqYpON7if1jOSmXz0B6GtjZ4+gbSKGHnsYlqFJ+Fw+AFStWMG/ePI4fP07hwoV59tln6dGjBwAPP/wwPXr0oGvXrgAsWLCA0aNHs2TJEqpWrQpAv379cHR0ZNy4cVmuff3wmSlTprB9+3YaNmzIwoULiYmJoVq1arz77rsEBwcDkJiYyIQJE/j+++9JSEggPDycIUOGULlyZQD++usvJk6cyD///IO9vT3NmjVjyJAheHl5WV6va9eubN++nY0bN+Ll5cXrr79OSEgI7733HseOHSMsLIyxY8dSsmRJAC5cuMDHH3/Mpk2bsLOzo1q1avTr1++uvucFlW1EfSL3MYPBQFGPIjQrU5/X63ZlxpOjmfrEh/Sq3ZnGpevh71Y42/MuJUaz8cQ2Pt2xmH5rR9Jz1TA+2TKXHw9v5HTcOQ1dExEREZE7lnR8L1FrZ5Jy8TgGB2eM7t4YHJxJuXiCqLUzSTq+N7+LyPz583nnnXfo0KED3333HQMGDGDu3LmMHTsWo9FIo0aN2Lx5s+X4LVu2YDAY2Lp1KwBpaWls3ryZZs2a5ej1/vrrL/73v/8xa9Ys5s+fz9mzZ3nvvfcs+wcMGMCvv/7K6NGjWbFiBaVLl+bll18mOjqaPXv20KlTJ0JCQliyZAmTJ09mz549dOvWDZPJZLlGREQEDRo0YPXq1TRu3Jh3332XkSNHMnToUBYtWkRUVBTjx48HMkKYTp06kZ6ezqJFi1i4cCHe3t507tyZ6OjovHiLbYp6iojch4q4+VKkdD0al64HZAQg1w+3ORd/Mcs5MUlX+OPkDv44uQMALycPwv6djyTcL5TiXkUx2kiXRxERERG5c2azidg/lmNOScLo7mvphWxwcMJs74gpPprYP5bjXKpCvg2lMZvNzJ49mxdffJGOHTsCEBQURGxsLGPGjKF37940adKEIUOGkJKSgtFoZPv27TRv3pxt27bRs2dPdu7cSXJyMg0aNMjRa6alpTF27FgKFSoEQKdOnSw9TI4dO8aGDRuYM2eO5XojRozAzc2N2NhY5s2bR7ly5RgxYgQAISEhRERE8NRTT7Fp0yYaNWoEQMOGDXn22WcB6Ny5M0uWLKFTp07UrVsXgMcee4z169cDsGbNGmJiYoiIiMDBwQGAUaNGsXXrVn755Rcefvjh//o22xSFIiIPgMKuPjQMqkPDoDpARgCyL+oQ+y8eZl9UJKfjzmU550ryVbae/pOtp/8EwMPRjfJ+IZY5SUp5BWI0KiQRERERkQwp54+RcvkMBmePLMOyDQYDBmd3Ui6fIeX8MZyKlsmXMkZHR3Pp0iVq1Khhtb1WrVqkpqZy9OhR6tevT3p6Ojt37sTR0RFnZ2eee+45evXqRUpKChs2bKBevXq4ubnl6DULFy5sCUQAPDw8SE1NBeDgwYMAlmE5AI6OjgwbNgyAQ4cOZQkpypUrh6enJwcPHrSEIqVLl7bsd3Z2BqB48eKWbU5OTqSkpACwb98+4uPjqV27ttV1k5OTOXv2bI7qJP9PoYjIA8jbxYuHS9bi4ZK1ALhyLY79UYctPUlOXDmT5ZyrKQn878xu/ndmNwCuDi7/H5L4hVLauwR2Rrt7Wg8RERERuX+kJ8ZBehoGF4ds9xvsHTBfi884Lp/cbIh4eno6APb29ri5uVG7dm02b96Ms7MzdevWpWbNmpjNZnbv3s1vv/1Gly5dcvyajo6ON91nb5/xSH2zuf3MZnO2+0wmk6WXx/XXud7N/oBpMpkoXbo0M2bMsNqelJTEmTNZnwPk1hSKiBQAXs6e1C1RnbolqgMQn5zA/kuHLUsAH489neUfkMTUJP48u5c/z2aMC3Wxd6Zc4WDCi5Ql3C+UYJ9S2CskEREREbEZdq6eYGePOS0Vg0PWJWnNaalgZ59xXD7x9fXF19eXnTt38sgjj1i279ixAwcHB8tEpE2bNmXp0qW4ubnx1FNP4eTkRLVq1Vi6dClHjx6lSZMmeVKeMmUyeszs3buXevUyhr6npaXxyCOPMHjwYMqWLcuOHTuszjlw4ADx8fGWc+9U2bJlWblyJR4eHpaVctLS0ujbty/h4eGWckjO3NVQxM7Ojp9//pkiRYrczZcRkRu4O7lRK7AKtQKrAJCYksSBS0f+7UlyiCMxJzGZTVbnJKVdY9f5few6vw8AJztHyhYO/neFm1BCfYNwsMv+rwYiIiIi8uBzDCiNo28gKRdPYLZ3tOrhYDabMV+Lx7FIKRwDSt/iKnnjxIkTbNy40Wqbk5MTderUoVu3bkyaNInixYtTv3599uzZw9SpU+nQoQMeHh5ARijy4YcfYmdnx+jRowGoV68ekyZNomrVqvj5+eVJOUuXLk2LFi147733GDlyJAEBAcyePZuUlBTq1atHsWLF6NixI++//z4dO3bk8uXLvP/++/8pvHjqqaeYNWsWffr04c0338TDw4OZM2eyefNmHn300Typly3JVSgSHR3Ne++9x9atW7l69WqWv0AbDAb27ct4sAoMDPzvpRSR/8TV0YXqxSpSvVhFAK6lXuPg5aOWyVsPRx8n3ZRudU5yegp7Lxxg74UDADgY7Qn1LW2ZuLWsbzCO9jfvSigiIiIiDxaDwUihh54mau1MTPHRGJzdM4bMpKVivhaPwdGFQg89fU8mWV21ahWrVq2y2ubv78/GjRvp3r07jo6OLFiwgI8++oiAgABeeeUVXn75ZcuxRYsWpVy5cly5csXSe+Shhx5i4sSJNG3aNE/L+tFHHzF27FgGDBhAcnIyVapUYd68efj4+ODj48Ps2bOZNGkSbdq0wd3dnUceeYQ33njDavjMnfDw8GDRokWMHTuW7t27k56eTlhYGNOmTcPFxSVP62YLDOZcrNvZr18/fvnlF1q2bEmJEiWyHevUp0+fPClgXtu7N2OoQKVK+b++dmJiIvv37ycsLAxXV9f8Lo78Bw96WyanpRB5+Sj7oiLZdzGSyMvHSDWl3fIcO6MdIT5B/07cGko532CcHZzvUYnvnge9LeX/qS0LDrVlwaG2LDjUlgVHdm2ZdHwvsX8sJ+XyGUhPAzt7HH0DKfTQ07gE5f9zlGRPP5e5k6ueIps2bWLIkCG8+OKLeV0eEckHTvaOVPQvT0X/8gCkpKdy+PIxS0hy6PJRUtJTrc5JN6Vz8NIRDl46wvL932NnMBLsXZKwf+ckKe9XBlcHJdUiIiIiDxqXoEo4l6pAyvljpCfGYefqiWNA6XxbhlfkbspVKOLg4EBISEhel0VE7hOOdg4ZE64WKQsVIC09jcPRJzKWAY6K5MCloySnJVudk242ERl9nMjo43x34EcMBgOlC5XImJOkSChhhUNwd8rZsmciIiIikr8MBmO+Lbsrci/lKhRp3rw5K1asoG7dunldHhG5D9nb2VPerwzl/coAj5FmSud4zCn2RR1i38VI9l86TFLqNatzzGYzR2NOcjTmJKsP/YwBAyULBVqG24T5heLp5J4/FRIREREREeEOQpGpU6davvbw8ODzzz/n+PHj1KhRI8tkLgaDgd69e+ddKUXkvmJvtCPEN4gQ3yCeKt8Ck8nE8djTGcNtoiLZHxVJQkqi1TlmzJyIPc2J2NOsi/wVgBKeRQn7NyQJ9wulkItXflRHRERERERsVK5CkUy7du1i165dWbbndSgSGxvLhAkT2LBhA/Hx8ZQrV4433niDmjVr5tlriEjuGY1Ggn1KEuxTkifKNcNkNnHqylnL6jb7oyKJS47Pct6puHOcijvHj0cyllsr6lGEcL+ylt4kvq7e97oqIiIiIiJiQ3Icihw4cOBuluOWBg4cyOXLl5kwYQI+Pj588cUXvPzyyyxbtowyZTTOTeR+YzQYKVWoOKUKFeexsk0wm82ciTv//z1JLkYSc+1KlvPOXb3IuasX+fno7wD4uxUm7N9eJOFFylLEzfdeV0VERERERAqwXM0pMnXqVNq3b4+/v3+WfadPn2bevHmMGDHiPxcO4MSJE2zevJkvv/yS6tWrAzB8+HA2btzI6tWr6devX568jojcPQaDgeJeRSnuVZQWIQ0xm82cj49i38VDlqDkcmJMlvMuJFziwrFLbDi2BYDCrj6WXiThfqH4u/thMBjudXVERERERKSAyFUoMm3aNBo2bJhtKLJ7926++eabPAtFvL29mTVrFhUrVrRsMxgMmM1mrlzJ+pdmEbn/GQwGinoUoahHEZqVqY/ZbCYq4bJlCeB9UYe4mHA5y3mXEqPZeGIbG09sA8DbxSsjJPErS3iRUIp5+CskERERERGRHMtxKPLcc8+xe/duIGNViQ4dOtz02EqVKv33kv3L09OTRo0aWW1bt24dJ0+epH79+rm6ptlsJjEx8fYH3mVJSUlW/5cHl9ryv3M3ulLbvwq1/asAcDkphoOXj3Lg8hEOXj7ChYRLWc6JSbrC5pM72HxyBwCeTh6U8wmmnG8w5X3LUMzDH6PBeEflUFsWHGrLgkNtWXCoLQsOtWXBobYsOGypLV1dXfPsWgaz2WzOyYFHjhxh3bp1mM1mpk2bRrt27QgICLA6xmg04unpSYsWLShSpEieFfJ6O3fupHv37tSrV4/p06ff8fl79+4lJSXlLpRMRO6mq2kJnEo6z6mkc5xKOs/l1NjbnuNidKKESwAlXIpSwqUofo7edxySiIiIiMi91bdvXxo2bEi7du3yuyh31dKlS9m4cSOTJ0/Odn9UVBT9+vXj7bffJjw8PNtjZs6cSVRUFO+8806Ojr+dB+W9r1GjRp5dK8c9RcqUKUOfPn2AjK7vN5tT5G5av349gwYNokqVKkyYMCHX13FwcCAkJCQPS5Y7SUlJHD9+nKCgoCzLGsuDRW15b9S+7uu45KuWniSHoo9yKu5cluOTTMkcSjjBoYQTALg6uFDWpzTlfMtQ3rcMJT2LYWe0sz5HbVlgqC0LDrVlwaG2LDjUlgXH/diWDg4O+Pn5ERYWlt9FuaveeOMNevfujY+PT7b7vby8AChVqtRN3wsvLy8SEhIICwvDyckJgICAgFy/d0uWLMHZ2TlPe2Lc73I1p0hmOHLp0iVSU1PJ7GxiMplISkpix44dPP/883lXSmDRokWMGjWK5s2bM378eBwdHXN9LYPBcF81souLy31VHsk9teW94+rqSoC3P41C6gFwNTme/VGHLavbHI89jRnrjnCJqUnsurCPXRf2AeBi70y5wsGEF8lYBjjYp5TlWLVlwaG2LDjUlgWH2rLgUFsWHDe2pcls4njMKeKSE/B0ciPIu8Q963FrNBpxcHAo8PfW7ern7OwMgJOT002Ptbe3x87ODldX1xwd/1/LVBDlKhQ5cOAAAwcO5NixY9nuNxgMeRqKfPHFF3zwwQd06tSJt956C6NR3d9FxJqHkzu1i1eldvGqACSkJHLw0hHL5K1HY05iMpuszklKu8au8/vYdT4jJHGycyTEuxQ+Jk+Ml52o6FQOBzuHe10VERERkXz194UDrNj/I2evnifNlI690Y5iHgG0CWtBRf/y+V08AFasWMG8efM4fvw4hQsX5tlnn6VHjx4APPzww/To0YOuXbsCsGDBAkaPHs2SJUuoWrUqAP369cPR0ZFx48Zx4cIFPv74YzZt2oSdnR3VqlVj6NChBAUFATB06FDi4+NJTExk165dvPrqq7z66qtW5dm2bRtdu3Zl3rx5vP/++5w6dYrw8HA+/vhjvv/+exYuXEhaWhpPPvkkb7/9NgaDgSlTprB8+XJ++eUXAA4dOsSHH37Inj178Pf355VXXrF6DbPZzIwZM/jqq6+Ii4vj8ccfJzk5+Zbv07fffsucOXM4c+YMgYGBPPfcc3Tq1Ommz9RNmzbl6aef5vXXX2fKlCls376dhg0bsnDhQmJiYqhWrRrvvvsuwcHBACQmJjJhwgS+//57EhISCA8PZ8iQIVSuXBmAv/76i4kTJ/LPP/9gb29Ps2bNGDJkiKUXTNOmTenatSvbt29n48aNeHl58frrrxMSEsJ7773HsWPHCAsLY+zYsZQsWRLgtu11p3KVLowdO5a4uDiGDBlC7dq1qV+/Pu+88w6NGjXCYDDw+eef56ow2Tl27BijR4+mefPmvPrqq1y+fJmoqCiioqK4evVqnr2OiBQsbo6uVC9WiRertGV08yF89nQEbzV8nTZhj1LONzjLsBmA5PQU/rkUyabonXz0xzS6LH+D936dyNd/r+bvCwdJSdN8RCIiIlKw/X3hALN2fMGJ2NM42ztRyNkTZ3snTsSeYdaOL/j7woH8LiLz58/nnXfeoUOHDnz33XcMGDCAuXPnMnbsWIxGI40aNWLz5s2W47ds2YLBYGDr1q0ApKWlsXnzZpo1a0ZiYiKdOnUiPT2dRYsWsXDhQry9vXn22We5cOGC5Ro//fQTDz30EN9++y1PPfVUtuVKT0/n448/ZvTo0Xz99ddcvnyZ5557jiNHjrBw4UIGDhzIokWL2LBhQ5Zzr169SpcuXXB3d7es5nrjHJqzZs1izpw5vPnmmyxbtgx3d3fWrl170/dpyZIljBkzht69e7NmzRr69+/P7NmzGT9+fI7f67/++ov//e9/zJo1i/nz53P27Fnee+89y/4BAwbw66+/Mnr0aFasWEHp0qV5+eWXiY6OZs+ePXTq1ImQkBCWLFnC5MmT2bNnD926dcNk+v8/VkZERNCgQQNWr15N48aNeffddxk5ciRDhw5l0aJFREVFWcqc0/a6E7nqKbJ7926GDh1K+/btcXV1ZeXKlbzwwgu88MIL9O3bl4ULF1KzZs1cFehGP/zwA6mpqfz000/89NNPVvuefvppPv744zx5HREp2FwcnKlaNJyqRTMmnbqWlkzk5WP/LgEcyeHLx0g1pVmdk5qeyj8XD/HPxUMA2BvtCfEpRXiRjGWAyxYOxtne6Z7XRURERORuMJlNrNj/I0mp1/BxKYTBYADA0c4RHxcHopOusGL/j4QXKZtvk9ebzWZmz57Niy++SMeOHQEICgoiNjbWEgA0adKEIUOGkJKSgtFoZPv27TRv3pxt27bRs2dPdu7cSXJyMg0aNGDNmjXExMQQERGBg0NGD+FRo0axbds2vv76a15//XUgY+6O7t2737Z8/fr1s/RGadGiBZ9//jkffPABLi4ulClThilTphAZGUmTJk2szluzZg1JSUmMGTMGDw8PQkNDeeutt+jdu7el3gsXLqRz58488cQTAAwbNoxt27bdtCzTp0/n1VdftRxfokQJ4uPjee+99+jXr59lDpJbSUtLY+zYsRQqVAiATp06MW7cOCCjA8OGDRuYM2cODRo0AGDEiBG4ubkRGxvLvHnzKFeuHCNGjAAgJCSEiIgInnrqKTZt2mRZZbZhw4Y8++yzAHTu3JklS5bQqVMn6tatC8Bjjz3G+vXrLe9TTtrrTuQqFElJSaF06dIABAcHc/DgQcu+tm3bMnLkyNxcNls9e/akZ8+eeXY9EREAZ3snKvmXp9K/XUBT0lM5fPkYu8/u48+TezmXHEWKKdXqnDRTGgcuHeHApSMs43vsDEaCfUoR7hdKmF8o5f3K4Opwf0xQJiIiInKnjsec4uzV83g4uVkCkUwGgwF3R1fOXj3P8ZhTVnOx3UvR0dFcunQpy+ojtWrVIjU1laNHj1K/fn3S09PZuXMnjo6OODs789xzz9GrVy9SUlLYsGED9erVw83NjX379hEfH0/t2rWtrpecnMyRI0cs35cqlbP6Zj4nQ8Y8LYULF7aawNbJySnbIS+HDh0iKCgIDw8Py7Zq1apZvo6JiSEqKopKlSpZnVe1alWrcmaKjo7m/PnzTJo0ialTp1q2m0wmkpOTOX36NGXKlLltfQoXLmwJRAA8PDxITc34HTkzB8gMgQAcHR0ZNmyYpU4PP/yw1fXKlSuHp6cnBw8etIQi179nmfOiFC9e3LLNycnJsoJsTtvrTuQqFClWrBinTp2iZs2alCpVivj4eE6fPk3x4sVxdHTkypUruSqMiEh+cbRzILxIWYLci1M2vQSh5UI5mxTFvqhD7I+K5MCloySnWf8Dlm42EXn5GJGXj7HywI8YDAZKFypBuF8o4UVCKe8XgrujWz7VSEREROTOxCUn/DuHSPaPiQ529iSkJhKXnHCPS/b/Mhf5uFF6ejqQMfGom5sbtWvXZvPmzTg7O1O3bl1q1qyJ2Wxm9+7d/Pbbb3Tp0gXICAlKly7NjBkzslzz+klHMx/Wb8fe3vq9u5P5MG+s243XyukxgGV4yrBhw3jooYey7C9atGiOynSrBU4yX/vGAO36sma3z2QyWXp5XH+d693sfctpe92JXPV5atGiBePHj+f777/Hz8+P4OBgJk6cyMGDB5k3bx4lSpTIVWFERO4X9kZ7yvuVoW34Ywxv1JfPno5g1CNv0rHy01QrWhEXh6z/MJrNZo7GnGT1oZ8Z+/tMXl4+mME/jOKzP79m2+m/iEuOz4eaiIiIiOSMp5Mb9kY70m4YUpwpNT0Ne6Mdnk7590cfX19ffH192blzp9X2HTt24ODgYJmMs2nTpmzevJmtW7dSt25dnJycqFatGkuXLuXo0aOW4Stly5bl7NmzeHh4UKpUKUqVKkVgYCARERH873//u2f1CgsL49ixY0RHR1u27d271/K1j48PRYsWzVLvv//+O9vrZb5PJ0+etNSrVKlS/PPPP3zyySd5UubMnibXlzMtLY3GjRuzZs0aypYty44dO6zOOXDgAPHx8TnqpZKdu9FeuQpF+vTpQ40aNfj222+BjPRp/fr1tG7dmq1bt+ZqHI+IyP3M3mhHqG9pWoe1YFjD3nzWJoKPmw+lc9VnqFmsMm6OWZNpM2ZOxJ5mXeSvRGyeRfcVg3lj3fvM2fklf5zcSey1uHyoiYiIiEj2grxLUMwjgKvJiVl6JJjNZuJTEinmEUCQ993/I/iJEyfYuHGj1X/btm3DYDDQrVs3Fi1axOLFizlx4gSrVq1i6tSpdOjQwTL8pGnTphw4cIBdu3ZZ5qaoV68e3333HVWrVsXPzw+Ap556Ci8vL/r06cOuXbs4cuQIw4YN47fffiM0NPSu1zPT448/jq+vL2+88QYHDhxg+/btjB492uqYV155hcWLF/PNN99w7NgxPvnkE/bs2ZPt9QwGA927d2fhwoUsXLiQkydPsn79et577z0cHR1v2QMkp0qXLk2LFi1477332LJlC8eOHWPEiBGkpKRQr149unTpwoEDB3j//fc5cuQI27dvZ9CgQYSHh1OvXr1cvebdaK9cDZ9xcnJi8uTJlrFEmTPF/v3331SsWFE9RUSkwDMaM+YTCfYpxRPlHsFkNnEy9uy/w20Osy8qkqvZ9Aw5FXeOU3Hn+PHwRgCKefhbhtuE+5XFx7XQPa6JiIiISAajwUibsBbM2vEF0UlXcHd0xcHOntT0NOJTEnFxcKJNWIt7MsnqqlWrWLVqldU2f39/Nm7cSPfu3XF0dGTBggV89NFHBAQE8Morr/Dyyy9bji1atCjlypXjypUrlt4jDz30EBMnTqRp06aW4zw8PFi0aBFjx46le/fupKenExYWxty5c+9pKOLq6srnn3/O+++/z/PPP4+Xlxf9+vVj6NChlmM6duyIyWRixowZXLp0iQYNGtCuXTuOHTuW7TW7deuGk5MTCxcuZMyYMfj6+tK2bVsGDBiQZ+X+6KOPGDt2LAMGDCA5OZkqVaowb948fHx88PHxYfbs2UyaNIk2bdrg7u7OI488whtvvGE1fOZO3I32MphvNijrFq5cucLkyZP5888/iYvL+pdOg8FgmR32fpPZtefGCWryQ2JiIvv37ycsLCzX45/k/qC2LDjyqi3NZjNn4s6zL+oQ//y7ws2VHPQM8Xf3ywhJ/g1K/Nx8c10GW6efy4JDbVlwqC0LDrVlwZFdW/594QAr9v/I2avn/51jxI5iHgG0CWtBxX8nqZf7j34ucydXPUXeeecdfv75Zxo0aED58vqhEBG5kcFgoLhXUYp7FaVFSCPMZjPnrl5gX1Qk+6IOs/9iJJeTYrKcdyE+igvxUfx67A8A/Fx9CPu3F0l4kVD83QrfdDIrERERkbxQ0b884UXKcjzmFHHJCXg6uRHkXSLfluEVuZtyFYr88ccfvPnmm7z00kt5XR4RkQLJYDBQzDOAYp4BPFKmAWazmYsJl9j3by+SfVGRRCVcznJeVGI0Uce3sfF4xhr0Pi6FLEsAhxcJpZiHv0ISERERyXNGgzHflt0VuZdyFYq4ublZrSUsIiJ3xmAw4O/uh7+7H02CM5ZJu5QQnRGQXDzEvqhIzsdHZTkvOimW30/+j99PZsyu7eXsSZhfiGXITXGvovorjoiIiIhIDuUqFOnYsSOfffYZNWrUwM0t/5ZjEhEpSAq7+dDQrQ4Ng+oAEJ0Ya+lFsj8qkjNx57Occ+VaHFtP/cnWU38C4OHoZulFEu4XSslCgQpJRERERERuIlehyIsvvsjy5ctp1KgRwcHBODs7W+03GAwsWLAgTwooImKrfFwLUb9ULeqXqgVkBCD7ow5bhtycvHImyzlXUxLYfmYX28/sAsDNwYXyfiGWOUmCChXHzmh3L6shIiIiInLfylUoMmLECI4dO0bp0qVxcnLKdg1rERHJW17OntQtUZ26JaoDcDU53rL87/6LkRyPPY0Z68/fhNQkdp7dy86zGStvudg7U96vTEZvEr9Qgn1KYa+QRERERERsVK5CkV9++YWBAwfSo0ePvC6PiIjkkIeTO7WLV6V28aoAJKQkcuDSEcucJMdiTmEym6zOSUq7xl/n/uGvc/8A4GTvRDnfYMtwmzI+pXCwy9268SIiIiIiD5pchSKOjo5UqlQpr8siIiL/gZujKzWKVaJGsYzP56TUaxy8dOTfyVsjORJ9nPQbQpLktGT2XNjPngv7AXCwc6Csb+mMiVuLlCXUJwhHe8d7XhcRERERkXshV6FImzZt+PLLL6lTpw5GoybwExG5H7k4OFO1aAWqFq0AwLW0ZA5dOmqZuDXy8nHSTGlW56Smp/LPxUP8c/EQ/LMGe6M9ob5BluE2ZQsH42zvlB/VERERERHJc7kKRdzd3fnjjz9o2rQplStXzrICjcFgYPTo0XlSQBERyRvO9k5UDgijckAYAClpKURGH7cMtzl0+Rip6alW56SZ0tgfdZj9UYdZxjrsDEbK+ARlLANcJJRyhcvg6uCSH9UREREREfnPchWKLFu2DE9PTwD+/vvvLPsNBsN/K5WIiNx1jvaOVChSlgpFygIZvUSORJ9kX9Qh9kdFcuDSUZLTkq3OSTebOHT5KIcuH2XlgR8xGAwEFypJ2L9zkoT5heDm6Jof1REREZEColOnTgQGBvLxxx9n2Td06FDOnDnDwoULAShXrhwfffQRbdu2ve11T58+TbNmzfj888+pU6dOjsqybNkyhg0bxsGDB++sEvLAyPVEqyIiUrA42DlQ3q8M5f3KAI+RZkrnWMxJyxLABy4dJin1mtU5ZrOZIzEnOBJzgtUH12PAQKlCgZY5ScL8QvBwcs+fComIiEiB9/vvv+Ph4XHXrt+qVSsaNGhw164v+S9XoYiIiBR89kY7Qn1LE+pbmtZhLTCZTByPPWWZuHX/pcMkpCRanWPGzPHY0xyPPc3ayF8BKOFV7N+QJJQwv1AKOXvmR3VERETkDphNJhKOHiM1Lg4HT0/cgktjuA/nk/Tz87ur13d2dsbZ2fmuvobkL4UiIiKSI0ajkWCfUgT7lOKJco9gMps4GXuWfVGH/p289TBXk+OznHfqyllOXTnLD4d/AyDQI8Ay3Ca8SCg+LoXucU1ERETkVmL37OX0t8tJOn0Gc3oaBjt7XIoHUvyZpylU+f5ahfTG4TMLFixgwYIFXLp0ierVq1OzZk2WLVtmNdph9+7dREREsG/fPvz9/enVqxfPPPNMtte/cfhMuXLl+OCDD1i3bh07d+7Ey8uLF198kVdffdVyzubNm5kyZQr79+/Hy8uL1q1b079/f+zs7Lh27RozZ85k1apVXLx4kTJlytCnTx8eeeQRy+vNmDGDAQMGMH78eC5dukStWrUYPXo0c+bMYcWKFTg4OPDSSy9Zvea3337L7NmzOX36NMWLF+f555+nU6dOWhglBxSKiIhIrhgNRoK8ixPkXZxWZZtiNps5HXfOMtxmX1QkV67FZTnvzNXznLl6nvVHNgEQ4O5nGW4T7hdKYTefe10VERER+Vfsnr0cmT6T9KQk7N09MDg4YE5NJfH4CY5Mn0mZXj3vu2Ak0+LFi5kwYQLvvPMONWrU4Pvvv2fy5MkULVrU6rj58+fz4YcfEhISwrx583j77bepWbMmpUqVytHrjB07lnfeeYcRI0awcuVKJkyYQI0aNahZsya7d++me/fuvPTSS4waNYpz584xaNAgjEYjAwYMYODAgezbt48RI0ZQunRp1qxZQ58+fZg2bRrNmjUD4Ny5c3z55ZdMnz6dhIQEXnvtNZ566inatm3L119/zapVq5gwYQJNmjShbNmyLFmyhIiICIYMGYKLiwtpaWmMHTuWCxcu8Oabb+b5+1zQKBQREZE8YTAYKOFVjBJexXg0tBFms5lzVy9Yhtvsi4okOik2y3nn46M4Hx/FL8f+AMDPzTdjdRu/slQoEkoRt8KawFtEROQeMJtMnP52OelJSTj4+Fr+/TU4OeHg6EhqdDSnv12OV8UKd30ozapVq/jhhx+ybE9JSaF69erZnjN37lw6d+5Mu3btAHjttdfYt28f//zzj9VxvXv3pmnTpgAMGDCAL7/8kn/++SfHocjTTz9N69atAejfvz9ffPEFO3fupGbNmnz++edUrlyZoUOHAlCmTBk++OADLl68yJEjR/j555+ZOXMmTZo0AaBPnz4cPHiQmTNnWkKR1NRU3nnnHcqWzZgMv169euzatYs333wTg8HAq6++yrRp04iMjKRs2bJMnz6dV199lccee4z9+/cTFhZGamoq7733Hv369cPJySlH9bJVCkVEROSuMBgMFPMMoJhnAI+UaYDZbOZCwqV/A5JD7L8YSVRidJbzohIuE5VwmY3HtwHg6+JtWQI43C+Uoh7+CklERETugoSjx0g6fSajh8gN/9YaDAbs3d1JOn2GhKPHcA8pc1fL0rRpUwYNGpRl+/jx44mNjc2yPSYmhjNnzlC1alWr7TVq1MgSigQHB1u+9vLyAiA52XrFvVspU8a67u7u7qSmpgJw8OBBHnroIav9zZs3B2Dt2rWWMl2vZs2aREREWG0rXbq05WsXFxeKFy9uaZPMkCM5OZno6GjOnz/PpEmTmDJlCiaTCaPRiNlsJjk5mdOnT2cpr1hTKCIiIveEwWAgwN2PAHc/mgZn/LIQlXDZarjNhfioLOddTorh95P/4/eT/wOgkLMnYX7/PydJcc+iCklERETyQGpcXMYcIg4O2e43ODhgTognNS7r8Ni85ubmlm3PDTc3t2xDEXv7jEdbs9l822tnN89GTs7L5OjoeNPz7e3t7/j3EpPJZCl/Jocb2uBmc4OYTCYAhg0bRrVq1Thy5AhlypTBxcUFIMvQIclKoYiIiOQbPzdfGpX2pVHpugBEJ8ZaApL9FyM5c/V8lnNir8Wx5dROtpzaCYCHk/u/w21CCfcrS8lCxTAaNKmYiIjInXLw9MRgZ485NRVDNkMuzKmpGOzscfC8/1aS8/DwIDAwkF27dlkmLQXYs2fPPS1HmTJl2Lt3r9W2+fPns3LlSsaNGwfAzp07LcNnAHbs2EFISEiuXs/X1xdfX19OnjxJ69atSUhIoGTJkmzYsIGffvqJMWPG5L4yNkKhiIiI3Dd8XAtRv1Qt6peqBWQEIPuvm5Pk1JWzWc65mhzP9tO72H56FwBujq6EFQ4hpFAQTteMlDOb7mUVREREHlhuwaVxKR5I4vETODg6WvV4MJvNpMXH4xpUCrfg0re4Sv555ZVXGDNmDGXKlKF69er8+uuvrFu37p72lujevTvPPPMMn3zyCa1bt+bkyZN8+umndOzYkZCQEBo1asR7770HQFBQEGvWrOHnn3/mk08+ydXrGQwGunfvzoQJEyhcuDBFixbl/PnzvP/++zRu3DjbXi1iTaGIiIjctwo5e1KvRA3qlcgYexuXHM+BqMPsu5ixDPCJ2DOYse7umpCSyI6ze9hxNuMvQ1+f/57ymT1JioQS7F0SO6PdPa+LiIjI/c5gNFL8mac5Mn0mqdHR2Lu7W1afSYuPx87FheLPPH3XJ1nNreeff54rV64wceJEYmJiqF27Nk8//TQ7d+68Z2UICwtj+vTpTJ48mTlz5uDn50enTp3o2bMnABMnTmTChAm8/fbbxMXFERoaypQpUyzzjuRGt27dcHJy4vPPP+fUqVMULlyYtm3bMmDAgLyqVoFm+L/27jy+zrLO+/jnPnu2k5O1adM0adqkSVq60NIWFNkEER0E1Neogwsg4IAbjDLMzOPgKD4yAoJsD4MDOuKgzoAUQUQ2QRAECgqFpM3SJk3SLCfryXL2cz9/nOSQ0yxtSpv1+369+mpyznXdue5cPXfP/Tu/63eZ01k8tQCMpjIdd9zsbyM1PDycqA6cmpo628OR90BzuXBoLueXwdAQe7r2JoIk+3qbiR0iM8Rpc1KRWzpSl6Sc1dnF2Kz6jGAu0+ty4dBcLhyay4Vjornse2sXLQ89jL+lNV5jxGojZXkhyz9+/pzdjhfgj3/8I2VlZUmZId/61rfYv38///Vf/zWLI5sZel0eGb0LFBGReSvdkcbmZcexeVn8DZo/HGBPVwPV3jrebt/N3t79xA7KJAlGgrzZXsOb7TUAOKx2ynNKqcovozKvjLKclTisExeYExERWQw8648jc91ahvbuI+zzYXe7SStdOWczREY98sgjNDQ08O1vf5u8vDxee+01fvOb33DdddfN9tBkDlNQREREFowUu4uNS9eycelahlcP8+Y7b2HLd9Hg20+Nt4667kYisUhSn1A0zNude3i7cw8ANouNspySxA435bmluGzji82JiIgsZIbFcsy33T3avvWtb3HDDTdw5ZVX4vP5WLFiBf/8z//MBRdcMNtDkzlMQREREVmwHBY7lXnlnFC8EYBQJERdT2NiuU1t9z7C0XBSn0gsQo23nhpvPb/md1gNC6uyS6jKjwdJ1uSuIsXumoWzERERkal4PB5uuOGG2R6GzDMKioiIyKLhsDlYm1/O2vxyAMLRMA09TfFtgDvr2NPVQDAaSuoTNWPUdu+ltnsvO2p+j8WwsDKraKRwazkVuatIc2jdroiIiMh8pKCIiIgsWnarnYq81VTkreaCqg8TiUXZOxIkqfHWsdvbgD8SSOoTM2M09DTR0NPEo3uexsCgxLOcypFMksq81WQ402fpjERERERkOhQUERERGWGzWCnPLaU8t5TzKj9ENBalsa+F6s46qr217PbWMxT2J/UxMdnX18y+vmYer30WgBWZhYktgCvzVpPpcs/G6YiIiIjIISgoIiIiMgmrxcqq7GJWZRfzNxUfJBaLsb+/NbHcpsZbx0BoaFy//f2t7O9v5Yn65wAodBckCrdW5ZeRneKZ2RMRERERkQkpKCIiInKYLBYLJVlFlGQVcU756cTMGC39bfEgibeOms46+oMD4/q1+tpp9bXzdMMLABSk5yVqklTllZGblj3TpyIiIiIiKCgiIiJyxCyGhRWeQlZ4Cjm77FRM06RtoCORSVLtraPH3zeuX/ugl/ZBL8/uewmAvLSceJBkJJMkPy0XwzBm+GxEREREFh8FRURERI4SwzBY5i5gmbuAD646GdM06RjqStQkqemswzvcM66fd6ib54e6eb7xzwDkpGQlCrdW5ZexND1fQRIRERGRY0BBERERkWPEMAwK0vMoSM/j9NKTgHgAZDSLpNpbR8egd1y/bn8vLza9yotNrwLgcbkTAZKqvHIK3QUKkoiIiIgcBQqKiIiIzKC8tBxOWZnDKSu3A9Az3Ee1tzYRKDkw0DGuT1/Ax0vNr/NS8+sAuJ3pSYVbizKXYTEsM3oeIiJzgRmLMbR3H2GfD7vbTVrpSgyLrocicvgUFBEREZlF2ake3l+8lfcXbwWgz99Ptbc+sdym2dc2ro8vOMgrLX/hlZa/AJDuSKMib3WiLkmJZzkW3RSIyALX99YuWh56GH9LK2Y0gmG1kbK8kOUfPx/P+uNme3giMk8oKCIiIjKHeFIyOWnFZk5asRmIB0BqxhRu3d/XiomZ1GcwNMTO1jfZ2fomAKn2FCpyV1GVX0ZlXhkrs1Zgs1hn/FxERI6Vvrd20XDX3UT9fmzpGRh2O2Y4zHBjEw133c2qK76kwIiIHBYFRUREROYwtzOdbcs3sW35JiAeANntbUhsAby3bz+mmRwkGQ77eaPtbd5oexsAl83JmtzSkSU35azOLsZm1VsAEZmfzFiMloceJur3Y8/OSdRYMpxO7A4H4Z4eWh56mMx1a7WURkQOSe+IRERE5pF0RxpbCtezpXA9EA+A7OlqSGSS7O1pImrGkvoEIkHebK/hzfYaABxWO+U5pSOFW8tYnbMSh9U+4+ciInIkhvbuw9/SGs8QOajotGEY2NLT8be0MrR3H+mrV83SKEVkvlBQREREZB5Ltaewaek6Ni1dB8QDILVde+M1Sbz11HU3EolFkvqEomHe7tzD2517ALBbbKzOWZko3FqeU4rT5pjxcxERORxhny9eQ8Q+cTDXsNsxhwYJ+3wzPDIRmY8UFBEREVlAXDYn6wsqWV9QCUAoEqKup5HqzlqqvXXUdu8jHA0n9QnHItR466jx1vFQNVgtVlZnFVM5kkmyJncVKXbXbJyOiMg4drcbw2rDDIcxnM5xz5vhMIbVht3tnoXRich8o6CIiIjIAuawOVibX87a/HIAwtEwDT1NVI8Ub93T1UAwGkrqE41F2dO9lz3de9lR83sshoWVWUUjmSTlVOSuIs2ROhunIyJCWulKUpYXMtzYhN3hSFpCY5omkcFBUkuKSStdOYujFJH5QkERERGRRcRutVORt5qKvNVcUPVhIrEoexNBklp2dzUQiAST+sTMGA09TTT0NPHonqcxMCjxLE9kklTllZHuTJulMxKRxcawWFj+8fNpuOtuwj092NLTE7vPRAYHsaaksPzj56vIqogcFgVFREREFjGbxUp5binluaWcV/khorEo+3qbqfHWU+2tZbe3nqGwP6mPicm+vmb29TXzeO2zAKzILEzUJKnMW02mS2nrInLseNYfx6orvkTLQw/jb2nFHBrEsNpILSlm+cfP13a8InLYFBQRERGRBKvFyuqcElbnlPA3FR8kFouxv781sdymxlvHQGhoXL/9/a3s72/lifrnACh0FySCJFV55WSlZM7wmYjIQudZfxyZ69YytHcfYZ8Pu9tNWulKZYiIyLQoKCIiIiKTslgslGQVUZJVxDnlpxMzY7T0t8WDJN46ajrr6A8OjOvX6mun1dfOUw0vALA0Pf/d5Tb5ZeSmZs/0qYjIAmRYLNp2V0TeEwVFRERE5LBZDAsrPIWs8BRydtmpmKbJgYEOqjvrqPbGd7jp9feP69c22EnbYCfP7v0TAPlpOVTllY9kkpSRl5aTVCxRREREZCYoKCIiIiJHzDAMCt0FFLoLOHP1yZimScegN7HcptpbR9dwz7h+nUPddA69zHONLwOQk5qVKNpalV9OQXqegiQiIiJyzCkoIiIiIkeNYRgUZORTkJHP6aXvA+IBkOrO2sRym46hrnH9uod7eaHpVV5oehWALFdmYrlNaUYRpmnO6Hm8V7GYyd7WfnxDIdxpDkoLM7FYFOQRERGZaxQUERERkWMqPy2H/JUncurKE4F4AGS0aGu1t44DAx3j+vQG+nlp/05e2r8TgFSri6rhco4rqKAqv4yizGVYjLlZTPHNOi8PPltHa+cgkWgMm9VCYX46nzi9jA1lebM9PBERERlDQRERERGZUTmpWZxcspWTS7YC0Ofvp3pkC+CazjqafW3j+gxHA+xse4udbW8BkO5IoyJvdWLJTYlnOZY5sOPEm3Ve7nzwTfyBCBlpduxWO+FojMY2H3c++CZXfmKDAiMiIiJziIIiIiIiMqs8KZmctGIzJ63YDIAvMEBNV32iJsn+vlZMkpfPDIaG2Nn6Jjtb3wQg1Z5CRe6qxBbAK7OKsFqsM3oesZjJg8/W4Q9EyMl0JmqiOC1WHG4L3b4gDz5bx3GrcrWURkREZI5QUERERETmFLcrg23LN7Ft+SYAvH1dPPPWHxlKCVHXu499fc3jaowMh/280fY2b7S9DYDL5mRN7qrEFsCrsoqxWY/t2569rf20dg6SkWYfVyTWMAwyUuy0dg6yt7Wf1UWeYzoWEREROTwKiojIURczYzT2NuMLDuF2plGSVTRn1/6LyNyX5kilLK2YyspKUlNTGQ752d3VMFK4tZaG3v3EzFhSn0AkyJvt1bzZXg2Aw2pnTW4plXnlVOWVsTqnBIfVflTH6RsKEYnGsI8cNxCKEImYWK0GVkv8TzgSxTcUOqo/V0RERI6cgiIiclS93bGbHTVPcmCgnUgsis1iZVlGAedVnsW6JRWzPTwRWQBSHSkcv2wdxy9bB0AgHGBP997Ecpv6nkaisWhSn1A0zK6OPezq2AOA3WKjLGflyHKbMspySnHaHO9pXO40BzarhXA0RiQYo617eMJ2P/rVX1iSnYonw0lWhpMst4usDBdZ7vj32W4XmelObFYFk0VERI41BUVE5Kh5u2M39+x8AH84QIYzDZvFRiQWoamvlXt2PsBlWz6jwIiIHHUuu4sNBVVsKKgCIBgJUde9l2pvHdWdddR17yMciyT1Ccci8ee9dQBYLVZWZ5dQmbeaqrxyKnJLcdld0xpHaWEmhfnpNLb5sE1RM6THF6DHFzjk8dxpjjFBE2cicOLJcJHtHv3eRZrLNm65joiIiBweBUVE5KiImTF21DyJPxwgO8WTeIPusDrITrHT4+9nR82TVOWXaymNiBxTTpuDdUsqEkHYUDRMfXdjfLmNt5Y9XXsJRcNJfaKxKHu6GtjT1cCOmt9jMSyUZq1IZJJU5K4m1ZEy5c+1WAw+cXoZdz74JsOBMOkpdkKRKNGoSTRmTtl3Ir6hEL6hEE3tA1O2s9ss44MnGU48bhfZI4+PZqXYbTNbfFZERGSuU1BERI6Kxt5mDgy0k+FMm7DAYLojlQMD7TT2NlOaXTxLoxSRxchhtceDG/llwDlEohEaepsSy232dDUQiAST+sTMGPU9jdT3NPKb3U9hGAYlnuVU5ZVTlV9GZe5q0p1p437WhrI8rvzEBh58to7WzkHsNgs2q4VleWl8+KQSluWm0+sL0jsQoHcgSK8vQN9AkJ6BQOLx4UBk3HGnEo7E6Oz109nrP2Tb9BT7uMyT0b+zM1x4Rr7PSB1fLFZERGQhUlBERI4KX3BopIbIxJcVu9XGUHgYX3BohkcmIpLMZrWxJncVa3JXcT5nE41F2dfbnFhOs9tbz3A4OcBgmib7epvZ19vMb2ufAWBFZmFid5vKvNVkutxAPDBy3Kpc9rb24xsK4U5zUFqYmdiGd+WyqccXDEfpGwmY9A4E6BkJlsQfiwdQ+nzxoMp0M1AG/WEG/WGaO6bOPrFZDTzpyfVOPCOBlNGlO56RLBSnXdknIiIyfykoIiJHhduZhs1iJRKL4LCOL1YYjkawWay4J/hkVURkNlktVlbnlLA6p4RzK84kFovR1N9KdWftyJKbegZD4wO6+/tb2d/fyhP1zwGw3L00ESSpyis74m13nXYrS7JTWZKdOmW7WMxk0B9OBE96R4ImowGUnpHASd9AgIHh8JTHOlgkatLVH6Cr/9C1T9JcNjwTZJtkj9Q/Gc1Kcae9t0K2IiIix4KCIiJyVJRkFbEso4CmvlayU5LTrk3TZDA0TLGnkJKsolkcpYjIoVksFlZmFbEyq4iPrDmDmBmjpb8tUbi1xltHf3B8pkWLr40WXxtPNvwRgKUZ+VTllceLt+aXkZuafZTHaeBOc+BOc1C81D1l23AkOhIgGQmWjCzb6U0ET979PhyJTXmsgw0FIgwFBmn1Dh5yvJlpdlw2k4KdAXI9qe8u5TmoHorLqbeoIiIyM/Q/jogcFRbDwnmVZ3HPzgfo8feT7kjFbrURjkYYDA2TYndyXuVZKrIqIvOOxbCwwlPICk8hZ5edimmaHBjoGKlJEs8m6fX3j+vXNtBJ20Anz+x9EYD8tJxETZKqvDLy0nJmrG6H3WYlPyuV/Kyps09M02QoEKF3ZIeceKAkMGbZzrv1UHxDoWmNIRYz6R2I92nr7ZqybYrTmthdJ7F18cHZJyNbF1un2OlHRETkUBQUEZGjZt2SCi7b8hl21DzJgYF2hsLD2CxWij2FnFd5lrbjFZEFwTAMCt0FFLoLOHP1yZimScegN5FJUu2to2u4Z1y/zqFuOode5rnGlwHISc2KL7fJK6Mqv5yC9LxZL25qGAbpKXbSU+wULcmYsm04EsM39O4ynYOX7oxdwhMKR6c1Dn8wij84xIGuqetQWQxwp49dtvNutsnBWSgpTm1dLCIi4ykoIiJH1bolFVTll9PY24wvOITbmUZJVpEyRERkwTIMg4KMfAoy8jm99H1APABS3VmbyCbpHOoe1697uJcXml7lhaZXAchyZVKZX5aoS1KYUTCnb+LtNgs5mSnkZE69VbFpmviDEXoHgrR19vHOnn2kZeYxFIglZ6MMBOkfDGJOo3ZszIS+kWVBHJi6rcNuTS4Sm+Ek2+1KqoeS5XaSme7EZtX/WSIii4WCIiJy1FkMi7bdFZFFLT8th/yVJ3LqyhMB6BruoaazfmSHm1raBjrH9ekN9PPS/p28tH8nAJnODCrHFG5dnrl0XgaYDcMg1WUn1WUnK82CEeigsnIFqanjl/JEozH6h0IjxWPjO/D0jNl5Z3QpT99gAH9wetknoXCU9u5h2ruHDzFecKc5koInB29fPLq0J82l7BMRkflOQRERERGRYyw3NZuTS7ZycslWAHr9/dSMWW7T4msb16c/OMCfW97gzy1vAJDhSKMib3ViuU1xZiEWy/wLkkzFarWQ7XaR7XYdsm08+ySQtGwnEUjxBegbDCYKyk5n52LThP7BEP2DIRg/LUkcNgueRJHYiZfujAZW7DZtXSwiMhcpKCIiIiIyw7JSMjlpxRZOWrEFAF9gYCSLpI6azjr29x/AJPlOfiA0xGutb/Ja65sApNpT3g2S5JWxMqsIq2Xx3HinOG2kONNZlps+ZbtozMQ3FEzONhkJnvSOKSTbOxBgOBCZ1hhCkRidPcN09kydfQKQkWpP2qI4a8zWxVljtjLOSLUr+0REZAYpKCIiIiIyy9yuDLYXHc/2ouMBGAwOsburPpFJsq+vGfOgYhvDYT9vHNjFGwd2AeCyOVmTuypRk2RVVjE2q97qWS3GSAaHi5XLpm4bDEcT2SU9Y4ImY7/vG/k7Op30E2BgOMzAcJjmjvHbOY9lsxrjgieekfono495RrJQnPbFEwQTETlW9D+liIiIyByT7kxjS+EGthRuAGA45Gd3V8PIDje17O3dT8yMJfUJRIK82V7Nm+3VADitDspzV1KZV05VXhmrc0pwWO0zfi7zidNupSAnjYKctCnbxWImA8OheJBkIHn3nXezUQL0+IIM+cPTGkMkatLV56erz3/ItmkuG54MVyJg4hlTMHZsYMWd5sCirYtFRCakoIiIiIjIHJfqSOH4Zes4ftk6APzhAHu69lLtraXGW099TyPRWHLh0WA0xK6OPezq2AOA3WKjLGdlonBrWU4pTptjxs9lIbBYDDLT4zvVsNQ9ZdtQOJq0w04iEyWxhGc0EyVIJBqb8lgHGwpEGAoM0uodPOR4PenOd4vEjmSaZGc4x9REif/tcur2QEQWF131REREROaZFLuLjUur2Li0CoBgJERd996RTJI66rr3EY4l18cIxyKJuiUAVouV1dklieU2a3JKcdkPXeBUpsdht5KfnUp+9vjddsYyTZMhfzhRJLbHF89C6fG9G0gZDaz4hkLTGkMsZtIzUoAW+qdsm+K0jSsSm8hEGQmcZLtd2C3TWz4kIjJXKSgiIiIiMs85bQ7WLalg3ZIKAELRMPXdjfHCrd5a9nTtJRRNXsYRjUXZ09XAnq4GHq55AqthoTRrBZX58eU2FXmrSLWnzMbpLEqGYZCe6iA91cGKQ7QNR2L0D06QfeI7qIisL0AoMr3sE38wgj8Y4UDX0CHGC2lOC7mefrI9KeO3Lh6zC0+KU1sXi8jcpaCIiIiIyALjsNrjy2Tyy4BziEQjNPQ2JQq37ulqIBAJJvWJmjHqehqp62nkN7ufxDAMVnqKqBzJJKnMXU26c+paGzIz7DYLuZ4Ucj1TB61M08QfjMSDJb5gItskUTR2TPZJ/2AQc5pbFw8GYgy2D9DYPnXxWKfDmlwkdiTbxDNm950sd3w5ks26sLaZFpG5T0ERERERkQXOZrWxJncVa3JXcT5nE41F2dfbTLW3lurOOmq66vGHA0l9TNNkb+9+9vbu57e1z2BgsMJTmFhuU5lXhts59Xa4MrsMwyDVZSfVZWd5fsaUbaPRGP1DoaQsk56BAH2+4LitiwOh6JTHOlgwFKW9e5j27qm3LjYMcKc5JgyexDNPRgMoLtJcyj4RkaNDQRERERGRRcZqsbI6p4TVOSWcW3EWsViMxr6WRM2RGm8dQ6HkG1gTk6a+Fpr6Wvhd3R8AKHIvpTK/jKq8cqryy/C4pi46KnOX1Woh2x3fyeZQ/MEIbZ19/PXtWjw5SxkOxWuWJG1dPFJAdjo7F5sm9A+G6B8MQdvUbR02y5gise8GSxLfJ2qiuLDblH0iIpNTUERERERkkbNYLJRmr6A0ewUfXXMGMTNGc/+BxHKbGm8dvuD4HU6afW00+9p4sv6PACzLWJLIJKnKKyc71TPDZyIzIcVpoyAnleJ8J5WVS0hNnbiIbDRm4hsM0jf47pbFPYmisaPZJ/EgynAgMuExJhOKxOjsGaazZ+rsE4CMVHtSkdjRYMno0h2PO/54eopd2Scii5CCIiIiIiKSxGJYKPYsp9iznA+Xn4ZpmrQOtL8bJOmsozcwfheTAwMdHBjo4Om9LwKwJC13JJOkjKr8ctINFW5dTKwWI5694XaxctnUbQOhCH0jdU4SBWNHluyM7sgzWlA2Op30E2BgOMzAcJjmjqlrn9isxrtLdcYWjT347wwnDrt1WmMQkblLQRERERERmZJhGCx3L2W5eylnrf4ApmnSPuilurM2seSme7h3XL+OoS469nXx3L6XAchJyaLAlkNnmo9NhWtZkp6nT+YFAJfDRkGOjYKcqYv5xmImA8OhpCKxvb7AyBbGo4/Fvx/yh6c81sEiUZOuPj9dff5Dtk1Lsb8bPBmz006WO3nr4oxUBxaL/o2LzGUKioiIiIjItBiGwdKMfJZm5HPGqvdjmibeoe54gKSzjmpvLZ1D3eP6dft76aaXd96s5ydvQlZKZnx3m5ElN4UZBQqSyJQsFoPM9PhONcVLp65hEwpHx+y4E69z0ju6dMcXGBNUCRKJTm/r4iF/mCF/mJbO8cvKDh6vJ92ZlGWSPRJAebcmSjwLxeXQrZnIbNArT0RERETeE8MwyE/PJT89l1NXnghA13BP0nKbtsHOcf16/f28tH8nL+3fCUCmMyOxBXBVXhnLM5diMVQkU46Mw24lPzuV/OyJa56MMk2TIX94zLKd0eyT+LKdPt+7gZWB4dC0xhCLxYvQ9vgCwPglZ2OlOG0HZZ28Wzg2vn1x/Ht3uhOrsk9EjhoFRURERETkqMtNzeYDJdv4QMk2AHr8ffy15R3+XL+TzlgvBwY7xvXpDw7w55Y3+HPLGwBkONKoyFtNVV4Za/PLWZFZiMWiIIkcXYZhkJ7qID3VwYqCqduGIzH6B5OX7kz2dygyvewTfzCCPxjhQNfQlO0sBmSmjykSO5Jp4slIzkbxZDhJcWrrYpFDUVBERERERI657BQP2ws3kelzUVlZSdgSocZbn8gkaepvHddnIDTEa61v8lrrmwCk2VNYMxIkqcorY2VWEVaLCl7KzLHbLOR6Usj1TF002DRNhgORpGyTnjG77fSNKSTbPxTEnEbt2JhJIqOFA1O3dTqsZGeM7LgzEkDxjFnKk5XhwmWPTbt4rchCoqCIiIiIiMy4TJeb7UXHs73oeAAGgoNJQZLGvhZMkm/UhsJ+3jiwizcO7AIgxeZiTW4pVfnlVOWVUZpdjE1BEpkDDMMgLcVOWoqdoiUZU7aNRmP0D4US2xX3jNQ7iS/bGbMLz0CAYCg6rXEEQ1Hauodo6546+wTAndZJtjsFz9i6JwdlnmS7XaS6lH0iC4uCIiIiIiIy6zKc6WxdvpGtyzcCMBQaZndXQ2KHm329zcTM5OUI/kiAv7ZX89f2agCcVgfluaWJwq2rs0uwW+0zfSoi02K1Wsh2x2uGTCQWM9nb2o9vKITTbsWT4aBvMJQUQOn1JS/p6R8MMt3kD99QGN9QGNqmbuewWRJFYkeDJe9mnozWQok/brdpuZvMfQqKiIiIiMick+ZIZfOy49i87DgA/OEAe7r2Uu2tpaazjvreJqKx5E/Ng9EQuzp2s6tjNwB2i42ynJWJwq3lOaU4bI4ZPxeRI/VmnZcHn62jtXOQSDSGzWqhMD+dT5xexvs2LJu0XzRm4hsaWabjG5N9MjA2+yQeRBkORKY1plAkRmfPMJ09w4dsm5FqHykS60wESrIP2nUny+0iPcWu7BOZNQqKiIiIiMicl2J3sXFpFRuXVgEQjISo7d6b2OGmvnsf4VjyzV04FolvE+ytA8BqsbI6uyRRuLU8txSXzTnj5yJyON6s83Lng2/iD0TISLNjt9oJR2M0tvm488E3ufITG9hQljdhX6vFGMnecLFy8tgJAL19A+x8s5qc/CL8YegbswtPfEnPu3VQplt7ZGA4zMBwmOaOgSnb2azGuKU6WSPBFM9I8GS0NorDriVycnQpKCIiIiIi847T5uC4JRUct6QCgFA0TH33vngQpLOO2u69hKLhpD7RWJQ9XQ3s6Wrg4ZonsBoWSrOLE8tt1uSuItU+dQFNkZkQi5k8+Gwd/kCEnExnIovCabHicFvo9gV58Nk6jluVi+U9bs/rdFjJTrdRUewhNXXy7YtjMZOB4VCiSGyPL75Up28weFA9lCBD/vCkx5lIJGrS1eenq89/yLZpKfaJl+64k7cuzkh1vOffzUI2dlmWO81BaWHmov19zYugSCwW44477uB///d/8fl8bN68meuuu47i4uLZHpqIiIiIzAEOqz1ecDW/HNZCJBqhobcpkUmyp6uBQCSY1Cdqxqjr3kdd9z4e2f0khmFQ6llBZX4ZVXmrqchbTbojbZbOSBazva39tHYOkpE2flmJYRhkpNhp7Rxkb2s/q4s8MzImi8UgM91JZrqT4qXuKduGwtGk4Mlotsm72xaP1j8JEolOb+viIX+YIX+Yls7BKdtZR8abfVCwJCvDicftStrK2OWYF7fFR81Uy7Imyz5ayObF7N9111388pe/5Pvf/z5Llizhxhtv5NJLL+Wxxx7D4dC6UBERERFJZrPaWJO7ijW5qzifs4nGouzrbabaW0t1Zx01XfX4w4GkPqZp0tDbRENvE4/teRoDgxWewkQmSWVeGW5n+iydkSwmvqEQkWhs0kLBdpuFQX8Y31Bohkd2eBx2K/nZqeRnT555AvHX3KA/nKhvMho0mWgr44Hh6WWfRGMmPSPHgv4p26Y4bWOKxI75e0zh2KwMJ+50J9Z5nk3xXpZlLVRzPigSCoW47777+OY3v8kpp5wCwC233MLJJ5/MU089xUc+8pFZHqGIiIiIzHVWi5XVOSWszinh3IqziMViNPa1JGqO1HjrGAolF440MWnqa6Gpr4Xf1f0BgCL30pFMknKq8svwuKb+xFzkSLjTHNisFsLRGM4JtpkOR+Kf7rvT5vcHxIZhkJHqICPVwYqCqduGIzH6B4NJu+30jPw9dulOry9AODK97BN/MII/GOFA19RbF1sMyEwfUyR2TLZJ1phsFE+Gk1TX3Nv5aiaXZc0ncz4osnv3boaGhti+fXviMbfbTVVVFa+99pqCIiIiIiIybRaLhdLsFZRmr+Cja84gZsZo7j+QWG5T463DFxyfnt/sa6PZ18aT9X8EYFnGkkQmSVVeOdmpnhk+E1mISgszKcxPp7HNh8NtSVpCY5omA/4wJUvdlBZmzuIoZ5bdZiHXk0KuZ+q6P6ZpMhyIJOqcjN2qOOnvgQC+oRDmNGrHxkwSGS0cmLqty2Edt+OOx/1u8MQzupQn3YnVOjNbF8/FZVlzwZwPirS3twOwdOnSpMfz8/NpazvEJtqTME2TUGjiVDOLxYLN9u6vZbJ2EP+HY7fbj6htOBwmFAoRiUQIhUJJP3OituYkr9bptAWSlhtNp20kEiEWmzziOp22dvu7L8Jj1TYajRKNRo9KW5vNhsVimbLt6FyOHd/ROO5EbWOxGJHI5FunWa1WrFbrnGlrmibh8OTpjtNpO/b1eazaAhO+LidreyyvEUfjdb+YrxEHX2Nn8xoxk23nwuv+aF8jRk31/zfM3DXicMdwqLaL8Rox2XufufI+otiznGLPcs5a9QEikQgHBjrY3VXPbm89u70N9AXjO2iYhgkj9xNtvg7a+jt5pv5PAOSn5VKZu4qK3FVU5K2mIDN/QV4jQqFQ0u9T7yOO/jXi/A+s5O4d79DtC5KRYsduNQlHYgwGwqQ5bJz3gRIikfi43uvrfrL3PvP1fURaSvzP0pyUKdtaLFb6h0L0DgTp6h2ip99P/8hWxqPbF/cPBOkZDBAImYy+8A1iGEx+bjEsBEJR2rqHaO8emLKtaVhwp41knaTb8WQ48KQ7ycxwkZ3hwDMSWPGkO3GnuxL/3id63Y+9xrpcrnHXiJ7+IaLRMHaLBcyxfS1gGCPLskL09A8RWjLx0qe59j7iaDDMqf6lzgGPPPII11xzDTU1NYlJBbjmmmvo7Ozkpz/96bSOt2vXLnp7e/nDH/4w4fOlpaV8/OMfT3x/6623TnoRLCoq4lOf+lTi+zvuuAO/f+KKyQUFBXz2s59NfP8f//Ef+Hy+Cdvm5ORw8cUXJ76/77776O7unrCt2+3m8ssvT3x///33JwJJB0tJSeHLX/5y4vtf/vKXNDc3T9jWbrfz9a9/PfH9Qw89xN69eydsC/DNb34z8fUjjzxCbW3tpG2/9rWvJS5sjz/+OO+8886kba+88spEFeynnnqKv/71r5O2veyyy8jMjEfLn3vuOV577bVJ21500UXk5uYC8Kc//YmXXnpp0rYXXnhhIij36quv8vzzz0/a9rzzzqOsrAyAN954g2eeeWbSthdccAGrVq0C4O233+Z3v/vdpG3PPfdc1qxZA8CePXv4zW9+M2nbD3/4w6xbtw6AhoYGfv3rX0/a9owzzuD4448HYP/+/fzqV7+atO0pp5zC1q1bAWhra+PnP//5pG1POukk3ve+9wHQ1dXFT37yk0nbnnDCCZx66qkA9Pf3c88990zaduPGjZx55pkADA8Pc+edd07adu3atZxzzjlA/D+IH/3oR5O2LS8v52Mf+xgAfr+fO+64Y9K2ukbE6RrxrulcI/72b/+WFStWALpGTOcasW3bNhobG8nOzuZnP/vZpG1n4hoBcOONN07aVteIuIV+jUjblkd9cD89gX7yvOnkd09eZ6SrPMTqFaWU55QS2T/MGy/vnLTtfLtGrFu3jlNPPZWUlBS9jzhG14h1W89ixx/3caBrmBWxnViNiW8U38s14t5776Wnp2fCtrpGvOvzX7iYqMVF30CIv+x8idZ91ZO2fXtwDYFYPKNlmbONZc6OSdtWD5YzHIuPYYmjkyLX5Cko9YEy7Kk58fomdED/7knbTucaMeCqIGzLIxiOYgl6WULdpG3nyvuI0dfy0TDnM0VcLhdAIto1KhgMkpJy9LdMGxwcpKamJvH9VJHFoaGhpLZTRej9fn9S26mizcFgMKltMBictG04HE5qO9mbqdHxjW07NDT5mrlYLJbUdnBw6urOY9sODEy9D/mePXsSUej+/qmLHtXW1uJ0OgHo7e2dsm19fX3iojbZm79Re/fuxev1AiT+nkxjYyN9fX0AdHZ2Ttm2vb09EdXs6Jj84gfQ3Nyc+HTgwIGp8+9aWloS/xYP1fbAgQOJyOmhxtDR0ZGYu66urinbdnZ2JtqO/j4m4/V6E20P9e+hu7s70XZ4eHjKtr29vYm2U70uIP5va7TtVJHm0TGO/Tc8FV0j4nSNeNd0rhFNTU2J36uuEYd/jWhsbATi5zkVXSPidI1417G6RmxxVXFq7lb6I4PsGt5Ff/fEN5QA/UEff2rZyZ9adpLTnUoBk9cgmW/XCCDx+tT7iGNzjbAGOzh/awrtvTbefNUgOslQ3ss1YqpsFV0j3tW8vzFxjXAagSnbXnRGHjFbKoP+GAf29zEw9cvjsEWjMfr6Anj7AuTZByie4nb4ll++Cc79pLusuC3dTFXhJBQK4w/7GfDHWJ5uwhT1e+fK+4ijac5nirz11lt88pOf5KmnnkpEzgE+/elPU1FRwXXXXTet4+3atQvTNJOONdZMpr36/X6ampooLi5OCvjM5bTXo9F2IS6fCQQCNDU1UVpaSlpa2lE77kRt50Ka2kJOe/X7/dTX1497XU7UFpQaP2ouXiNGX5ejc6nlM3Hz8RoRCoVobGykuLh4wmVto+ZbavxivEYc/Lqcqu1k5vL7iJ5AH3U9jdR276W2Zx+dw91JS20MEzCT1/G7HemUZa+kLLuEyrzVLM9cisWwzPlrRCAQoLm5mdLSUlJSUvQ+Yh5fI3w+34Svy+keFxbW+4ip2h6t9xHBcIxBf4T+oQj9g0F6fH76fAH6hoL4BsL0DQXpHwrhGwwRjZnEsPDuEh4Tg8nHe7htU1023GlOhoIxUhxWLvmbCipWTB68nSvvIzIyMiZ9frrmfKZIRUUF6enpvPLKK4lAhs/no7q6mgsvvPCIjmkYBh6P57DajkYDj3ZbiL9YbDYbbrd72n1lbhkeHsZms5GWlqa5XACm87o8ltcIeW9GX5e6xs5/o5/+pqamzom5PFav+7lwbsfaQn9devBQWlDChzgVgB5/HzXeukTx1lZf+0hk5F39kQF2dr7Fzs63YDdkONKoTBRuLWOFpxCLMTNFGKdjeHgYi8VCSkrKgpzL92I+XiMW8utyrltyGG1iMZOB4dCkBWN7fcGRwrIBhgLjgwkmBiYT1+AYDJg4HLByWSafOL1s0W3HC/MgKOJwOLjwwgu56aabyM7OprCwkBtvvJGCgoKjuo5IRERERORoyk7x8L4VJ/C+FScA0B/wUeOtTwRJ9ve3juszEBri1da/8mrrXwFIs6dQkbc6sQVwiWc51gm2aBWRhctiMchMd5KZ7qRk6eRZHMPDw7z1djVLl6/EHzbo9QXpG919JxFIGQ2qBIlEY1SWZPPFc9exusizqLbhHWvOB0UAvvrVrxKJRPg//+f/EAgEOOGEE7j33nuT0qhEREREROayTJeb7UXHs70oXnhwIDgYD5J466jprKOxrwXzoF0qhsJ+Xj+wi9cP7AIgxeaiIm9VPJskr4zS7GJsCpKIyAi71SDPc+gMLtOM72bksOv6MS+CIlarlW9+85tJVYdFREREROazDGc6W5dvZOvyjQAMhYbZ3dVAdWct1d469vU2EzOT6wD4IwH+0vYOf2mL76jhtDlZk1OaWG6zKrsYu3WqkooiIvGSEgqIxM2LoIiIiIiIyEKX5khl87Lj2LzsOAD84QB7uhqoHqlL0tDTSPSgIEkwEuStjhre6ojv2mC32inPWZnIJCnPWYnDpuxqEZHJKCgiIiIiIjIHpdhdbFy6lo1L1wIQiASp7dobX27jraOuu5FILLmoYjga5p3OWt7prAXAZrFRllPybpAktxSXzTnj5yIiMlcpKCIiIiIiMg+4bE7WF1SyvqASgFAkRF1PY2KHm9ruvYSiyVvHRmIRarz11Hjr+TW/w2pYKM0upmpkh5s1uatItafMxumIiMwJCoqIiIiIiMxDDpuDtfnlrM0vh7XxLJGGnv1Ue2up8daxu2svwUgwqU/UjFHXvY+67n08svtJDMOg1LOCypGaJJV5q0lzaFtWEVk8FBQREREREVkA7FY7FXmrqMhbBXyYSCzKvt79iS2Ad3fV4w8HkvqYpklDbxMNvU08tudpDAyKPYUjmSTlVOStxu1Mn50TknktZsZo7G3GFxzC7UyjJKsIi2GZ7WGJjKOgiIiIiIjIAmSzWCnLWUlZzko+VnkWsViMxr4Wqr21VHfWUdNVz1BoOKmPiUljXwuNfS08XvcHAIoyl1GZt5qqvHKq8svwuNyzcToyj7zdsZsdNU9yYKCdSCyKzWJlWUYB51WexbolFbM9PJEkCoqIiIiIiCwCFouF0uwVlGav4KNrPkjMjLG/70A8SOKto8Zbz0BwcFy/5v4DNPcf4Mn6PwKwLGMJ5VkryQi6KPAvIzVVy23kXW937OaenQ/gDwfIcKZhs9iIxCI09bVyz84HuGzLZxQYkTlFQREREREZR2nPIgufxbBQkrWckqzlnFN+OqZp0uJrSyy3qfbW0R/wjet3YKCDAwMdADza8RxL0vPiy21GirfmpeXM9KnIHBEzY+yoeRJ/OEB2igfDMABwWB1kp9jp8fezo+ZJqvLL9X+KzBkKioiIiEgSpT2LLE6GYVCUuYyizGV8qOwUTNOkbaBjJEBST01nHd3+3nH9Oga9dAx6+cO+lwDIS80eKdwaX26zJC03cXMsC1tjbzMHBtrJcKaNm3PDMEh3pHJgoJ3G3mZKs4tnaZQiyRQUERERkQSlPYvIKMMwWOYuYJm7gA+uOhnTNOkc6qK6s4632mp4u303/ZHxy228wz14G1/hj42vAJCd4klkkVTllbE0Y4mCJAuULzg0Ekyf+DbTbrUxFB7GFxya4ZGJTE5BEREREQGU9iwiUzMMgyXpeSxJz2NbwUZqamrIK17CvoGWxHKbjkHvuH49/j5e3P8aL+5/DQCPy03lmOU2he4CXVMWCLczDZvFSiQWwWF1jHs+HI1gs1hxO9NmYXQiE1NQRERERAClPYvI9OWmZrMidzmnrNwOQM9wXyJAUtNZR+tA+7g+fQEfLze/zsvNrwOQ4UynMnd1IpNkhadQQZJ5qiSriGUZBTT1tZKdYk/6v8Q0TQZDwxR7CinJKprFUYokU1BEREREAKU9i8h7l53q4f3FJ/D+4hOAeACkxluXKN7a3H9gXJ+B4CCvtv6VV1v/CkCaPYWKMVsAl3iWY7VYZ/I05AhZDAvnVZ7FPTsfoMffT7ojFbvVRjgaYTA0TIrdyXmVZynoJXOKgiIiIiICKO1ZRI4+j8vNiUWbObFoMwC+4CC7vfVUd8a3AW7qa8XETOozFPbz+oFdvH5gFwApNhcVeasSS25Ks4uxKUgyZ61bUsFlWz6TKNg9FB7GZrFS7ClUwW6ZkxQUEREREUBpzyJy7Lmd6WxdvpGtyzcCMBQaZndXQyJIsq+3mZgZS+rjjwT4S9s7/KXtHQCcNidrckoTy21WZRdjt9pn+lRkCuuWVFCVX66t3WVeUFBEREREAKU9i8jMS3OksnnZcWxedhwA/nCAPV0N8boknXU09DQSPShIEowEeaujhrc6agCwW+2U56wcKdxaTll2CQ7b+Gw3mVkWw6L6UzIvKCgiIiIiCUp7FpHZlGJ3sXHpWjYuXQtAIBKktmtvvHCrt4667kYisUhSn3A0zDudtbzTWQvv/BabxUZZTkliuU15bikum3M2TkdE5gEFRURERCSJ0p5FZK5w2ZysL6hkfUElAKFIiLqexsRym9rufYSj4aQ+kViEGm89Nd56fs3vsBoWVmWXJJbbrMldRYrdNRunIyJzkIIiIiIiMo7SnkVkLnLYHKzNL2dtfjkQzxJp6GlKLLfZ09VAMBpK6hM1Y9R276W2ey87an6PxbCwMqsosdymIncVaY7U2TgdEZkDFBQREREREZF5yW61U5G3moq81VxQ9WEisSh7R4IkNd46dnsb8EcCSX1iZoyGniYaepp4dM/TGBiUeJZTOZJJUpm3mgxn+iydkYjMNAVFRERERERkQbBZrJTnllKeW8p5lR8iGovS2NdCdWcd1d5adnvrGQr7k/qYmOzra2ZfXzOP1z4LQFHmspFMkjIq88rwuNyzcToiMgMUFBERERERkQXJarGyKruYVdnF/E3FB4nFYuzvb00st6nx1jEQGhrXr7n/AM39B/h9/fMAFGYUJDJJqvLLyE7xzPCZiMixoqCIiIiIiIgsChaLhZKsIkqyijin/HRiZoyW/raR5Tb1VHvr6A/4xvVrHWindaCdpxteAKAgPS9Rk6Qqr4zctOyZPhUROUoUFBERERERkUXJYlhY4SlkhaeQs8tOxTRN2gY6Epkk1d46evx94/q1D3ppH/Ty7L6XAMhLy4kHSUYySfLTcjEMY4bPRkSOhIIiIiIiIvOIacYIte8jOuzDmurGUbASQ9slixwVhmGwzF3AMncBH1x1MqZp0jHUlahJUtNZh3e4Z1w/71A3zw9183zjnwHISclKWm6zND1fQRKROUpBEZEZFDNjNPY24wsO4XamUZJVhEVvZEVE5DD5G3fR99LDhLpbIRoBqw1HTiGek84npeS42R6eyIJjGAYF6XkUpOdxeulJQDwAMlqP5B1vHR2D3nH9uv29vNj0Ki82vQqAx+WmckwmyXL3UgVJROYIBUVEZsjbHbvZUfMkBwbaicSi2CxWlmUUcF7lWaxbUjHbwxMRkTnO37gL7+N3Y4b8GK4MjBQ7ZiRMqLMJ7+N3k3fOlxQYEZkBeWk5nLIyh1NWbgegZ7iPam9tYrnNgYGOcX36Aj5ebn6dl5tfByDDmU5l3uqRJTflrPAs0wdlIrNEQZF5QGmy89/bHbu5Z+cD+MMBMpxp2Cw2IrEITX2t3LPzAS7b8hkFRkREZFKmGaPvpYcxQ34s6TmJT5gNuxPT5iA22EPfSw/jKl6r9wgiMyw71cP7i7fy/uKtAPT5+6n21ieW2zT72sb1GQgO8mrLX3m15a8ApDlSqcxdTVV+PEhS4lmOxaLXsshMUFBkjlOa7PwXM2PsqHkSfzhAdoon8UbWYXWQnWKnx9/Pjponqcov1ycEIiIyoVD7PkLdrfEMkYNS7g3DwHClE+puJdS+D+fSVbM0ShEB8KRkctKKzZy0YjMAvuAgNd46akYySZr6WjExk/oMhYbZeeAtdh54C4BUewoVuaviS27yy1iZtQKbxTrj5yKyGCgoMocpTXZhaOxt5sBAOxnOtAnfyKY7Ujkw0E5jbzOl2cWzNEoREZnLosM+iEYwUuwTPm/Y7JiBwXg7EZlT3M50ti3fxLblmwAYDA2x29sQ3wa4s469ffsxzeQgyXDYzxttb/NG29sAOG1OKnJLR+qSlLM6uxibVbdyIkeDXklzlNJkFw5fcGikhsjELze71cZQeBhfcGiGRyYiIvOFNdUNVhtmJIxhd4573oyEwWqLtxOROS3dkcaWwvVsKVwPxAMge7oaEjVJ9vY0ETVjSX2CkSBvttfwZnsNAA6rnfKc0pHlNmWszlmJwzpx0FREpqagyBylNNmFw+1Mw2axEolFcFgd454PRyPYLFbczrRZGJ2IiMwHjoKVOHIKCXU2YdocSe8NTNPEDAziyC/GUbByFkcpIkci1Z7CpqXr2LR0HQCBSJDarr2J4q31PU1EYpGkPqFomLc79/B25x4A7BYbq3NWUpVXRmXeaspzS3HZxgdQRWQ8BUXmKKXJLhwlWUUsyyigqa+V7BT7uDeyg6Fhij2FlGQVzeIoRURkLjMMC56Tzsf7+N3EBnswXOnx9wKRMGZgEMORguek85U9KrIAuGxO1hdUsr6gEoBQJERt9774chtvHbXd+whHw0l9wrFIvG6Jtw4Aq2FhVXZJIpNkTe4qUuyuGT8XkflAQZE5SmmyC4fFsHBe5Vncs/MBevz9pDtSsVtthKMRBkPDpNidnFd5loqsiojIlFJKjiPvnC8lCrCbgcF4Afb8YhVgF1nAHDYH65asYd2SNQCEo2HqexoTy21qu/YSjIaS+kTNGLXde6nt3suOmt9jMSyszCqKbwGcX05F7irSHKmzcToic46CInOU0mQXlnVLKrhsy2fYUfMkBwbaGQoPY7NYKfYUcl7lWdqOV0REDktKyXG4itcSat9HdNiHNdWNo2ClMkREFhG71U5lXhmVeWV8HIjEouztaUpkkuz2NuCPBJL6xMwYDT1NNPQ08eiepzEwKPEspzK/jFXuFRjRyMQ/TGQRUFBkjlKa7MKzbkkFVfnlNPY24wsO4XamUZJVpAwREZFpMk0TzBjEYphmbMzX8cfN2Mhjk35tJr6e/FjxvzHNxNeJ5xPHmvznmSM/Z+yxxh0/qX/yscxYDJh8LJgx7DnLyDrl03ovILLI2SxWynNLKc8t5bzKDxGNRWnsaxnJJKllt7eeobA/qY+Jyb6+Zvb1NSceW971DOuWrKEqP16XJNOljHRZHBQUmcOUJrvwWAyLtt0VWUASN9RJN6vJN64TfX2om/rktmP6j72pT/p50QmOa46/UR93826OuYE/6GZ9opt508SMRccFFpK/nmTsY485RZBiXBAiFsOMRfHEYrT/fuScJK7+daxpHjwnnjfbIxGROcRqsbIqu5hV2cX8TcUHicVi7O9vpdpbR3VnPJtkIDR+18OWgTZaBtp4ov45AArdBSPLbeLbAGelZM7wmYjMDAVF5jilyYrI4ZroJjjpE/Gkm+DouJvVQ964TnIzP9GN77jHYzHAPOhYY2++o+M+NT9UYGHCT/DHjDEaCZM+OEj32yn0GcbEgYFDBTI4+Pc3PuAgM8M4dJNFyZqeNdtDEJE5zmKxUJJVRElWEeeUn07MjNHS3xYPknjrqO6oxRcaHNev1ddOq6+dpxpeAGBpej6VI4Vbq/LLyE3NnulTETkmFBSZBwzDom13Zd4xJ7zxPcybzkk/QT4oNX3czaw5wSfek9/MTvSpeSgUxOXtZKB7F36b9RCp9OM/1Z80Ff4QN/UwVSBjkoDFQb9fMGd51uceOxDugfAhW8qCZ1jAYol/qDD2a4slXrdr5HHDMMAy8vXI3/HHx/Y3Jj7WyHGMpP6jj1kn+BnGQcc96GvDOOhYyV/bcwpJWbl+tn+zIjLPWAwLKzyFrPAUcnbZqQwNDfGnt/5MOBPq+xup9tbR6+8f169tsJO2wU6e3fsnAPLTcqjKK0/scJOXlpNUB1FkvlBQRBa8Q316PmXa96Qp5MnHCvqHsXmbCLqCmHb7pCngE36qfhgBgMP79HyCT/APGQyYLOBw0LHGpf4ffNM/fl39fJYCDDXM9ihk4TKSbsjH3hgnbr4nu2lPfG2d5AZ+gmON+3pMGw6+gZ/sRtzAMKzJwYCxx5rkpn3c2JkksGAZ8zMsFiB5DIFgiIa9e1m1uoyU1NTxgYMpAh6J35OIiEzIMAxyHB4qSyr5SOoZmKZJx6CXam891d5aajrr8A73jOvXOdRN59DLPNf4MgA5qVnxLJKRHW4K0vN0/ZV5QUGRecI0TSK97cTCwQluQN9dTz7xjfhUn55PUCRuwk/2x65Zn+BGO3bQDT6xSQMLk7WZMK3ejB70ifkEN+KTfGo+9sZ9JmQAva/PyI8SOXrG3dBO8sn02Jvvad0Qj//0POlnHHzjOuEN7QTHGvv8JMcNRSK0tbezdFkhTpcr6ab+kGOfdIwHjTfp5nzi/uPHrjeI0xUZHibW6cOWVYA9VVtIiogcS4ZhUJCRT0FGPqeXngSAd6g7sQVwtbeOjkHvuH7dw7280PQqLzS9CkCWK5PKvNVsXrae9xVv0eYCMmcpKDIPmLEo7b/4Lv7GXbM9FJFjaDqfno+9yR779WSfnk9wUz/hJ/AWIrEY/f0+PFnZ2OyO5J8x6TEm+fT7oBvl8eOd/BP8cZ+eTxVYmPCmfoKb9ol+vwvY8PAwIVsNqZWVpOpGWkRE5IjlpeVwysocTlm5HYgHQGpGCrdWe+s4MNAxrk9voJ+Xml/npebX6Qv4+JuKD870sEUOi4Ii80As6FdAZKZNkQJujKR2j73ZNIFQOILD5cJitR5+Ovkkn8CPDwZMvn59XHr7FDfgh1wLP+bxQ316njze8Z/wjw8KTH5TP5c+PR8eHqatpoZi3UiLiIiITCgnNYv3F2/l/cVbAejz9yctt2n2tSW1H5igkKvIXKGgyDxgTUkn88TzGPjL05ixyMSfck92EzyyZvxwPoGf/MbVOu5nTP/T/AlulCdcC29NPu5kn25Pdayx40n6PRyciTDRMoAjS28fHh6mpqaGSt1Ii4iIiMgi40nJ5KQVmzlpxWYAfIEBarrq2e1twG61cUHl2bM8QpHJKSgyT+Sc/llyTv/sbA9DRERERERkSm5XBtuWb2Lb8k2zPRSRQ1rYC8pFRERERERERCahoIiIiIiIiIiILEoKioiIiIiIiIjIoqSgiIiIiIiIiIgsSgqKiIiIiIiIiMiipKCIiIiIiIiIiCxKCoqIiIiIiIiIyKKkoIiIiIiIiIiILEoKioiIjDDNGOGOfdi8ewl37MM0Y7M9JBEREREROYZssz0AEZG5wN+4i76XHibY1UJaMEBv7VMM5y7Hc9L5pJQcN9vDExERERGRY0CZIiKy6Pkbd+F9/G5CnY0YdhcxZzqG3UWoswnv43fjb9w120MUEREREZFjQEEREVnUTDNG30sPY4b8WNJzMGwOMAwMmwNLejZmKBB/XktpREREREQWHAVFRGRRC7XvI9TdiuHKwDCMpOcMw8BwpRPqbiXUvm+WRigiIiIiIseKgiIisqhFh30QjWDY7BM+b9jsEI3E24mIiIiIyIKioIiILGrWVDdYbZiR8ITPm5EwWG3xdiIiIiIisqAoKCIii5qjYCWOnELMwCCmaSY9Z5omZmAQR04hjoKVszRCERERERE5VhQUEZFFzTAseE46H8PhIjbYgxkJgWliRkLEBnswHCnx5w1dLkVEREREFhq9yxeRRS+l5DjyzvkSjvxizHAAS3AQMxzAkV9M3jmXk1Jy3GwPUUREREREjgHbbA9ARGQuSCk5DlfxWnyNNTTuqaZkTRXukkpliIiIiIiILGAKioiIjDAMC/YlK4n0BLAvWamAiIiIiIjIAqd3/CIiIiIiIiKyKCkoIiIiIiIiIiKLkoIiIiIiIiIiIrIoKSgiIiIiIiIiIouSgiIiIiIiIiIisigpKCIiIiIiIiIii5KCIiIiIiIiIiKyKCkoIiIiIiIiIiKLkoIiIiIiIiIiIrIoKSgiIiIiIiIiIouSgiIiIiIiIiIisigpKCIiIiIiIiIii5KCIiIiIiIiIiKyKCkoIiIiIiIiIiKLkoIiIiIiIiIiIrIoKSgiIiIiIiIiIouSbbYHIAtXzIzR2NuMLziE25lGSVYRFkNxOBEREREREZkbFBSRY+Ltjt3sqHmSAwPtRGJRbBYryzIKOK/yLNYtqZjt4YmIiIiIiIho+YwcfW937OaenQ/Q1NeCy+bE43Ljsjlp6mvlnp0P8HbH7tkeooiIiIiIiIiCInJ0xcwYO2qexB8OkJ3iwWF1YDEsOKwOslMy8YeD7Kh5kpgZm+2hioiIiIiIyCKnoIgcVY29zRwYaCfDmYZhGEnPGYZBuiOVAwPtNPY2z9IIRUREREREROIUFJGjyhccGqkhMnG5GrvVRiQWxRccmuGRiYiIiIiIiCRTUESOKrczDZvFSiQWmfD5cDSCzWLF7Uyb4ZGJiIiIiIiIJFNQRI6qkqwilmUUMBAcxjTNpOdM02QwNMyyjAJKsopmaYQiIiIiIiIicQqKyFFlMSycV3kWKXYnPf5+gpEQMTNGMBKix99Pit3JeZVnYTH0T09ERERERERml+5M5ahbt6SCy7Z8hmJPIcFokL6Aj2A0SLGnkMu2fIZ1Sypme4giIiIiIiIiTFwNU+Q9Wrekgqr8chp7m/EFh3A70yjJKlKGiIiIiIiIiMwZ8yIo0tbWxo033sgrr7xCKBRi/fr1XHvttZSVlc320GQKFsNCaXbxbA9DREREREREZEJz/mP7UCjEZZddRnd3N//xH//BAw88QEZGBp///Ofp6emZ7eGJiIiIiIiIyDw154MiO3fupLa2lh/84AesW7eOsrIyfvCDHzA8PMyzzz4728MTERERERERkXlqzgdFysrKuOeee1iyZEnS46Zp0t/fP0ujEhEREREREZH5bs4HRfLy8jjllFOSHvvZz35GMBjkfe973yyNSkRERERERETmu1kvtNrS0sIZZ5wx6fMvvvgieXl5ie+ffPJJbrnlFj772c9SUXFkW7uapsnw8PAR9T2a/H5/0t8yf2kuFw7N5cKhuVw4NJcLh+Zy4dBcLhyay4VjMc1lamrqUTuWYZqmedSOdgTC4TD79++f9PmSkhKsVisAv/jFL/jud7/LOeecww9+8AMsluknuuzatYtQKHTE4xURERERERGR2bN58+ajdqxZzxSx2+2sWrXqkO1uuukmfvzjH/PZz36Wf/mXf8EwjPf0M1evXn3E/Y8Wv99PY2MjJSUlpKSkzPZw5D3QXC4cmsuFQ3O5cGguFw7N5cKhuVw4NJcLh+byyMx6UORw3Hjjjfznf/4n11xzDZdccsl7Pp5hGEc13ea9SklJmVPjkSOnuVw4NJcLh+Zy4dBcLhyay4VDc7lwaC4XDs3l9Mz5oMgrr7zCf/7nf/LZz36Wc889F6/Xm3guNTWVtLS0WRydiIiIiIiIiMxXcz4o8thjjwFw//33c//99yc99+Uvf5mvfOUrszEsEREREREREZnn5nxQ5Lvf/S7f/e53Z3sYIiIiIiIiIrLATH/7FhERERERERGRBUBBERERERERERFZlBQUEREREREREZFFSUEREREREREREVmUDNM0zdkexEx64403ME0Th8Mx20PBNE3C4TB2ux3DMGZ7OPIeaC4XDs3lwqG5XDg0lwuH5nLh0FwuHJrLhWMxzaXD4WDNmjVH5VhzfveZo20u/eMwDGNOBGfkvdNcLhyay4VDc7lwaC4XDs3lwqG5XDg0lwuH5vLILLpMERERERERERERUE0REREREREREVmkFBQRERERERERkUVJQRERERERERERWZQUFBERERERERGRRUlBERERERERERFZlBQUEREREREREZFFSUEREREREREREVmUFBQRERERERERkUVJQRERERERERERWZQUFBERERERERGRRUlBERERERERERFZlBQUOYZisRi33XYbJ598Mhs2bODiiy+mqalp0va9vb38wz/8AyeccAInnHAC3/rWtxgeHp7BEctkpjuXY/tdcskl3H777TMwSjkc053Luro6LrvsMrZt28aJJ57IV7/6VQ4cODCDI5bJTHcu3377bT7/+c+zadMmtm/fzr/+67/i8/lmcMQymSO9xgI8+uijrFmzhpaWlmM8Sjkc053Lhx9+mDVr1oz7c7jzL8fOdOcyHA5z8803c/LJJ7Nx40YuvPBCampqZnDEMpnpzOXtt98+4WtyzZo1/NM//dMMj1wONt3Xpdfr5eqrr2bbtm1s27aNr33ta7S3t8/giOcHBUWOobvuuotf/vKXXH/99fzqV7/CMAwuvfRSQqHQhO2/+tWv0tzczE9/+lNuu+02/vSnP/Fv//ZvMzxqmch05xIgEAjwzW9+kxdffHEGRyqHMp257O3t5aKLLiItLY2f//zn/PjHP6a3t5cvfvGLBIPBWRi9jDWduezs7OSiiy5ixYoVPPzww9x111288cYb/OM//uMsjFwOdiTXWIDW1lb9PznHTHcu9+zZw9atW3nxxReT/ixfvnyGRy4Hm+5cfvvb3+bBBx/ku9/9Lg899BAej4dLL72UgYGBGR65HGw6c3nxxRePez1+/etfx+Vy8fnPf34WRi9jTfd1edVVV9HW1sZPfvITfvKTn9De3s4VV1wxw6OeB0w5JoLBoLlp0ybzgQceSDzW399vrl+/3nzsscfGtX/jjTfM8vJys76+PvHYCy+8YK5Zs8Zsb2+fkTHLxKY7l6Zpmq+//rp59tlnm2eccYa5ZcsW87bbbpup4coUpjuX//M//2Mef/zxZiAQSDzW1tZmlpeXmy+99NKMjFkmdiTX2KuuusoMh8OJx37605+aGzZsmInhyhSO5BprmqYZjUbNT3/60+bnPvc5s7y83Gxubp6J4coUjmQuL7roIvP666+fqSHKYZruXO7fv98sLy83//CHPyS1P+200/T/5Sw70mvsqKamJnPDhg1J/WV2THcu+/v7zfLycvOZZ55JPPb000+b5eXlZk9Pz4yMeb5Qpsgxsnv3boaGhti+fXviMbfbTVVVFa+99tq49jt37iQvL49Vq1YlHtu6dSuGYfD666/PyJhlYtOdS4AXXniBM888kx07dpCRkTFTQ5VDmO5cnnjiidx55504nc5xz/X39x/TscrUpjuXmzZt4oc//CE2mw2A+vp6Hn74Yd73vvfN2JhlYkdyjQW4++67CYfDXH755TMxTDkMRzKXe/bsYfXq1TM1RDlM053LF198EbfbzQc+8IGk9s8++ywnnnjijIxZJnak19hRN9xwA2VlZfzt3/7tsRymHIbpzqXT6SQ1NZUdO3YwODjI4OAgjzzyCCUlJWRmZs7k0Oc822wPYKEaXau1dOnSpMfz8/Npa2sb176jo2NcW4fDgcfjmbC9zJzpziXA1772tWM+Lpm+6c7l8uXLx6Vw/8d//AdOp5MTTjjh2A1UDulIXpejPvShD9HY2EhhYSF33XXXMRujHJ4jmcu33nqL++67jwcffJCOjo5jPkY5PNOdy56eHrq6unjttde4//776evrY8OGDXzjG99g5cqVMzJmmdh057KxsZGioiKefPJJ7rnnHjo6OqiqquLaa69N+sBPZt57+f9y165dPPPMM/zXf/0XFos+S59t051Lp9PJ9773Pb7zne+wZcsWDMMgLy+Pn//855rPg+i3cYz4/X4gHtgYy+l0TliLwO/3j2s7VXuZOdOdS5m73utc/uxnP+OBBx7g6quvJicn55iMUQ7Pe5nLm266iZ///Ofk5eXxuc99jqGhoWM2Tjm06c7l8PAw3/jGN/jGN75BSUnJTAxRDtN057K2thYAq9XKv//7v3PLLbcwPDzMZz7zGbq6uo79gGVS053LwcFB9u/fz1133cXVV1/N//t//w+bzcZnPvMZuru7Z2TMMrH38v/lT3/6UzZs2JCUmSCzZ7pzaZome/bsYdOmTfz3f/83//Vf/0VhYSFXXnklg4ODMzLm+UJBkWPE5XIBjCt6EwwGSUlJmbD9RAVygsEgqampx2aQclimO5cydx3pXJqmya233sr3vvc9Lr/8cr7whS8cy2HKYXgvr8vjjjuOE044gdtvv53W1laeeuqpYzZOObTpzuX1119PSUkJn/rUp2ZkfHL4pjuX27dv59VXX+Xf//3fWbt2LSeccAJ33nknsViMX//61zMyZpnYdOfSbrczMDDALbfcwvvf/37Wr1/PLbfcAsR3GJLZc6T/Xw4PD/PUU09p2cwcMt25/O1vf8sDDzzAjTfeyObNm9m6dSt33303ra2tPPTQQzMy5vlCQZFjZDStqbOzM+nxzs5OCgoKxrUvKCgY1zYUCtHX18eSJUuO3UDlkKY7lzJ3HclchsNhvvnNb3L33XdzzTXXcPXVVx/zccqhTXcuGxoaeP7555Mey8/PJzMzU8svZtl05/Khhx7i5ZdfZtOmTWzatIlLL70UgI9+9KP867/+67EfsEzqSK6xB69rT01NZfny5XpdzrIjeR9rs9mSlsq4XC6Kioq0XfYsO9L3sS+88AKxWIwzzzzzmI5PDt905/L1119n5cqVpKenJx7LzMxk5cqVNDY2HtOxzjcKihwjFRUVpKen88orryQe8/l8VFdXs2XLlnHtTzjhBNrb25P2mR7te/zxxx/7AcukpjuXMncdyVxec801PPHEE9x8881ccsklMzVUOYTpzuULL7zA1772taR00f3799Pb26v17rNsunP55JNP8thjj7Fjxw527NjB9ddfD8A999yjek6zbLpz+cADD7Bt2zYCgUDiscHBQRobG1V8dZZNdy63bNlCJBJh165diccCgQDNzc0UFxfPyJhlYkf6Pvb1119n7dq1uN3umRimHIbpzuXSpUtpampKWlrj9/tpaWnR6/IgKrR6jDgcDi688EJuuukmsrOzKSws5MYbb6SgoIAzzzyTaDRKT08PGRkZuFwuNmzYwPHHH89VV13Ft7/9bYaHh7nuuus477zzlCkyy6Y7lzJ3TXcuf/3rX/P4449zzTXXsHXrVrxeb+JYmu/ZNd25/NjHPsa9997LN7/5Ta6++mr6+/u5/vrrWb9+Paeddtpsn86iNt25PPiN3GjhuWXLlqnWzyyb7lyedtpp3HrrrVxzzTV85StfIRAI8MMf/pDs7GzOP//82T6dRW26c7llyxZOOukk/vEf/5HvfOc7eDwebrvtNqxWKx/72Mdm+3QWtSN9H7t7927Ky8tnceRysOnO5Xnnnce9997L17/+9cSHBrfeeisOh4MLLrhgls9mjpntPYEXskgkYv7gBz8wt2/fbm7cuNG89NJLzebmZtM0TbO5udksLy83H3rooUT7rq4u8ytf+Yq5ceNGc9u2beZ1111nBgKB2Rq+jDHduRzrtNNOM2+77baZHK5MYTpzedFFF5nl5eUT/plsvmXmTPd1uXfvXvOyyy4zN2/ebG7dutX8p3/6J7O/v3+2hi9jvJdr7J///GezvLw80V5m13Tnsrq62rz44ovNzZs3m8cff7z5la98xTxw4MBsDV/GmO5cDgwMmNddd525bds2c8OGDeZFF11k1tXVzdbwZYwjucZ++MMfNm+66abZGK5MYbpzWV9fb15++eXm1q1bze3bt5tf/vKX9f/lBAzTNM3ZDsyIiIiIiIiIiMw01RQRERERERERkUVJQRERERERERERWZQUFBERERERERGRRUlBERERERERERFZlBQUEREREREREZFFSUEREREREREREVmUFBQRERERERERkUVJQRERERE5LKZpzvYQ5r2j/TvUnIiIiLw3CoqIiIgsQL/+9a9Zs2YNLS0t3H777axZs2Za/Q/u8/rrr3P55ZdPexynn34611577bT7LTShUIjvf//7PProo4nHrr32Wk4//fTDPsbRmhMRERF5l4IiIiIiC9wnP/lJfvWrX72nPv/7v/9LfX390R7aotHZ2clPf/pTIpFI4rErrriCO+6447CPoTkRERE5+myzPQARERE5tgoKCigoKDjmfWR6VqxYMa32mhMREZGjT5kiIiIi81wsFuOuu+7i1FNPZcOGDVxxxRX09/cnnp9o+cy9997LGWecwfr16/nUpz7Fs88+y5o1a3jllVfG9bn22mt5+OGHaW1tZc2aNfz6178GoKWlhWuuuYb3v//9rF27lhNPPJFrrrmG3t7e93xOv/3tb7ngggvYsGEDp556KjfeeCOhUCjx/K5du7jkkkvYtm0bxx9/PF/60peoq6tLPP/KK6+wZs0aXn75ZS6++GI2bNjASSedxL//+78nZWusWbOG//7v/+Zf/uVf2Lp1K5s2beKrX/0qXV1dSeN5+umnueCCCzjuuON43/vex/XXX8/w8HBSm7fffpsvfvGLbN68me3bt3PVVVfR1tZGS0sLZ5xxBgD/9E//lFgyM3b5zLe+9S22b9+eNDaAG2+8ka1btxIKhQ45Jx//+Mf51Kc+Ne53eckll/DZz3522nMgIiKyGCgoIiIiMs/deOON3HnnnXz84x/njjvuICsri5tvvnnS9nfccQc33XQTH/7wh7nrrrvYsGEDV1111aTtr7jiCk455RTy8vL41a9+xamnnorf7+dzn/scDQ0NXHfdddx7771ceOGFPPbYY/zwhz98T+fzy1/+kquvvprKykruuOMOLr/8ch544AG+/e1vA/DnP/+ZT3/608RiMb73ve9x/fXX09bWxqc+9SkaGhqSjvWNb3yDzZs3c/fdd/M3f/M33HfffTz44INJbW655RZisRg//OEPueaaa3juuef4v//3/yaef/TRR7nyyispLS3lzjvv5Mtf/jK/+c1vuOKKKxKFTnfv3s2nP/1p/H4/N9xwA9/5zneorq7m4osvJj8/P7FM5u///u8nXDLzsY99jN7eXl5++eXEY6Zp8vjjj3P22WfjcDiS2k80J5/4xCf4y1/+QlNTU6JdR0cHL7/8Mh//+MePYCZEREQWPi2fERERmcd8Ph/3338/n/vc5/jKV74CwMknn0xHRwcvvPDCuPbDw8P8+Mc/5u/+7u/4xje+AcD73/9+/H7/pHVHVqxYQXZ2Ng6Hg40bNwJQU1NDQUEBN9xwQ2IZyPbt29m1axevvvrqEZ9PLBbj9ttv58wzz+R73/te4vFgMMjDDz9MKBTi5ptvpqioiP/8z//EarUmzuHMM8/k9ttv59Zbb030++QnP8mVV14JwIknnsjTTz/Nc889l5RRUV5ezve///3E92+99RZPPPEEEA9M3HTTTZx88sncdNNNiTYlJSV84Qtf4Pnnn+fUU0/lrrvuIjMzk/vuuw+n0wnEl7t8/etfp7a2lsrKysTvsqqqatx5b968meXLl/P4449z8sknA/FCqgcOHOBjH/vYuPYTzclHP/pRbrjhBh555BG++tWvAvCb3/wGl8vFWWeddZgzICIisrgoU0RERGQe++tf/0o4HE4szxj14Q9/eNL2gUCAs88+O+nxj370o9P6uZWVlTzwwAMsX76c5uZmXnjhBe677z727t1LOBye3kmMsW/fPrq6uvjgBz+Y9PgXvvAFHnnkESKRCLt27eKcc85JBEQA3G43p512WmL5z6hNmzYlfV9QUDBu2ctoUGFsG7/fD8DevXtpb2/n9NNPJxKJJP6ccMIJpKen86c//QmIBzA+8IEPJAIiAOvXr+fZZ59l3bp1hzxvwzA499xzeeqppxLLhB577DGKiorYvHnzIfsDZGRkcNZZZ/Gb3/wm8diOHTs4++yzSU1NPaxjiIiILDYKioiIiMxjo7VDsrOzkx7Py8ubsH1PT8+E7XNzc6f9s3/yk59w0kkn8cEPfpBrr72WP//5z6SkpEz7OGP19fUBkJOTM+HzAwMDmKY54Xhzc3MZGBhIeszlciV9b7FYEkteRh085rFtRsfzb//2b6xduzbpz+DgIJ2dnYl2k435cJ133nkMDAzwxz/+kUgkwhNPPMG55547rWN84hOfoLm5mZ07d/LWW29RX1/PBRdc8J7GJSIispBp+YyIiMg8lpWVBUB3dzelpaWJx0dv5g82untJT09PUvvRYMnhevTRR7nhhhv4h3/4Bz7xiU8kgixf+9rX2LVr17SONZbb7Z5wPH19fbzzzjusX78ewzDGFUIF8Hq9eDyeI/7ZU43nmmuuYevWreOez8zMBOJZGhP9Dp9//nkqKioO62cVFxezceNGfve732G32+nt7Z12UGTr1q2sWLGCJ554ArvdTnFxMVu2bJnWMURERBYTZYqIiIjMY5s2bcLlciVqYIz6wx/+MGH7iooKMjIyePLJJ5Me//3vfz/lz7FYkt8yvP7662RkZHDZZZclAiJDQ0O8/vrrxGKx6Z5GQmlpKVlZWTzzzDNJjz/66KNceumlhMNh1q1bx+OPP040Gk08PzAwwHPPPXfYS02mM56cnBxaWlo47rjjEn8KCgq4+eabqa6uBmDLli288MILSTvk7Nmzh8suu4xdu3YlLfWZyrnnnssf//hHHnvsMTZu3EhJScmkbQ+eE4gvw7ngggt4+umnefrppzn//POnd8IiIiKLjDJFRERE5rG0tDSuuOIKbr31VlJSUti+fTvPP//8pEGR9PR0vvjFL3LbbbeRkpLC1q1befXVV/nFL34BTHyjDfGMia6uLp5//nkqKytZv349v/jFL7jhhhs47bTT6Ozs5N5776WrqyuRPXEkrFYrX/nKV/jOd77Dt7/9bc4880waGxu59dZb+fSnP012djb/8A//wCWXXMIXv/hFLrzwQsLhMPfccw+hUIgvf/nLR/yzJxvPVVddxb/+679itVo57bTT8Pl83HXXXXR0dLB27VogvhvM3/7t33LppZfy+c9/nlAoxI9+9CPWrl3LBz7wgUSw5OWXX2bVqlVs2LBhwp/3kY98hO9///v89re/5V/+5V+mHNvBc5Kfnw/ABRdcwO23345pmpx33nlH75chIiKyAClTREREZJ67/PLL+ed//meeeOIJ/v7v/549e/bwj//4j1O2//KXv8yOHTu4/PLL2blzZ2InmskKcl5wwQUUFhZy5ZVXsmPHDs4//3yuvPJKfve733HppZdy2223sWXLFr7zne/Q19dHfX39EZ/P3/3d33HDDTewc+dOLr/8cu677z4uvvhirr32WiC+i8xPfvITQqEQV199Nd/61rdYsmQJ//M//0NZWdkR/9zJfPKTn+Tmm2/mjTfe4Etf+hLf/va3Wb58Offffz9FRUUAVFVVcf/99xOLxbjqqqv4zne+w8aNG/nxj3+Mw+EgPT2diy66iKeffpovfvGLSRklY3k8Hk455RQsFgvnnHPOlOM6eE5GLVmyhIqKCk466SSWLl161H4PIiIiC5FhHlxtTERERBasSCTCY489xrZt25JumP/7v/+b66+/nldeeSVRR0Pmp46ODk4//XR++MMf8qEPfWi2hyMiIjKnKSgiIiKyyHzkIx/B4XDw93//92RlZbF7925+9KMfceaZZ/L973//mPzMWCx2WLVGrFYrhmEckzEsdDU1NTzzzDP8/ve/JxQK8fjjjx92LRMREZHFSkERERGRRaa5uZkf/vCHvPLKK/h8PpYtW8a5557L5Zdfjt1uPyY/8/bbb+eOO+44ZLuf/exnbNu27ZiMYaH761//yiWXXMKSJUu4+eabqaysnO0hiYiIzHkKioiIiMgx19HRQWdn5yHbrVy5kvT09BkYkYiIiIiCIiIiIiIiIiKySGn3GRERERERERFZlBQUEREREREREZFFSUEREREREREREVmUFBQRERERERERkUVJQRERERERERERWZQUFBERERERERGRRUlBERERERERERFZlBQUEREREREREZFF6f8Dfe078+zb+DcAAAAASUVORK5CYII=", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "# List of variables and their labels\n", + "regression_vars = [\n", + " ('completion_change', 'Completion Rate Change'),\n", + " ('teacher_change', 'Teacher Ratio Change'),\n", + " ('out_of_school_change', 'Out-of-School Rate Change'),\n", + " ('gov_change', 'Government Spending Change'),\n", + " ('digital_connectivity', 'Digital Connectivity'),\n", + " ('school_closure_days', 'School Closure Days')\n", + "]\n", + "# Loop through each variable to generate regression plots\n", + "for var, label in regression_vars:\n", + " sns.lmplot(\n", + " data=merged,\n", + " x=var,\n", + " y='math_change',\n", + " hue='income_group',\n", + " aspect=1.5,\n", + " height=6,\n", + " markers='o',\n", + " ci=None\n", + " )\n", + " plt.axhline(0, linestyle='--', color='gray')\n", + " if \"change\" in var:\n", + " plt.axvline(0, linestyle='--', color='gray')\n", + " plt.title(f\"Regression: Math Change vs. {label} by Income Group\")\n", + " plt.tight_layout()\n", + " plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "3c115896", + "metadata": {}, + "source": [ + "## Interpretation of Regression Trends\n", + "The regression plots suggest key insights into how different factors relate to changes in math proficiency:\n", + "\n", + "- **Completion Rate Change**: Countries with improved completion rates generally show a positive trend in math proficiency, especially in middle-income groups.\n", + "- **Teacher Ratio Change**: A higher ratio of trained teachers appears positively associated with math outcomes, though this relationship may vary in strength across income groups.\n", + "- **Out-of-School Rate Change**: An increase in the out-of-school rate is often linked to larger learning losses, particularly in low-income and lower-middle-income countries.\n", + "- **Government Spending Change**: Increased education spending is mildly associated with better outcomes, but the relationship is not always linear.\n", + "- **Digital Connectivity**: Countries with higher digital connectivity levels tended to experience less severe declines in math proficiency, indicating the possible mitigating effect of remote learning access.\n", + "- **School Closure Days**: Longer school closures are associated with deeper learning losses, although the severity varies by income group.\n", + " \n", + "These trends reinforce the idea that **systemic and contextual factors** such as school access, infrastructure, and policy responses played a key role in educational resilience during the COVID-19 pandemic." + ] + }, + { + "cell_type": "markdown", + "id": "81434596", + "metadata": {}, + "source": [ + "## Extended Linear Regression Model\n", + "We now include changes in digital connectivity and school closure duration in our regression model to better explain math proficiency changes." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "225b4ef0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Coefficients:\n", + "completion_change: -0.706\n", + "teacher_change: 0.317\n", + "out_of_school_change: 0.356\n", + "digital_connectivity: -6.248\n", + "school_closure_days: -0.009\n", + "Intercept: 7.39\n", + "R² Score: -49.34\n", + "RMSE: 3.68\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\heba9\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import r2_score, mean_squared_error\n", + "\n", + "# Define full feature set\n", + "X = merged[['completion_change', 'teacher_change', 'out_of_school_change',\n", + " 'digital_connectivity', 'school_closure_days']].dropna()\n", + "y = merged.loc[X.index, 'math_change']\n", + "\n", + "# Train/test split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# Train model\n", + "model = LinearRegression()\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Predict and evaluate\n", + "y_pred = model.predict(X_test)\n", + "r2 = r2_score(y_test, y_pred)\n", + "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", + "\n", + "# Output\n", + "print(\"Model Coefficients:\")\n", + "for feature, coef in zip(X.columns, model.coef_):\n", + " print(f\"{feature}: {coef:.3f}\")\n", + "print(f\"Intercept: {model.intercept_:.2f}\")\n", + "print(f\"R² Score: {r2:.2f}\")\n", + "print(f\"RMSE: {rmse:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "949b9325", + "metadata": {}, + "source": [ + "**Interpretation:**\n", + "- This extended model helps quantify the impact of additional variables such as school closures and digital connectivity.\n", + "- A higher R² suggests a stronger explanatory power when including these new predictors." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6142dbe7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Coefficients:\n", + "completion_change: -0.613\n", + "teacher_change: 0.277\n", + "out_of_school_change: 0.271\n", + "digital_connectivity: -5.427\n", + "gov_change: -0.776\n", + "school_closure_days: -0.009\n", + "Intercept: 6.82\n", + "R² Score: -34.25\n", + "RMSE: 3.08\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\heba9\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "# Final regression including gov_change\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import r2_score, mean_squared_error\n", + "\n", + "X = merged[['completion_change', 'teacher_change', 'out_of_school_change',\n", + " 'digital_connectivity', 'gov_change', 'school_closure_days']].dropna()\n", + "y = merged.loc[X.index, 'math_change']\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "model = LinearRegression()\n", + "model.fit(X_train, y_train)\n", + "\n", + "y_pred = model.predict(X_test)\n", + "r2 = r2_score(y_test, y_pred)\n", + "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", + "\n", + "print(\"Model Coefficients:\")\n", + "for feature, coef in zip(X.columns, model.coef_):\n", + " print(f\"{feature}: {coef:.3f}\")\n", + "print(f\"Intercept: {model.intercept_:.2f}\")\n", + "print(f\"R² Score: {r2:.2f}\")\n", + "print(f\"RMSE: {rmse:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "3be5df17", + "metadata": {}, + "source": [ + "\n", + "## Interpretation of Results\n", + "\n", + "The analysis shows how math proficiency changed between 2019 and 2023, and how that change relates to other key indicators.\n", + "\n", + "- **Math Proficiency Drop:** Most countries experienced a decline in math proficiency after the pandemic. This matches global reports about learning loss due to school closures and disruptions.\n", + "- **Completion Rate & Learning Loss:** In some countries, completion rates increased, but this did not always mean students learned more — suggesting that simply finishing school doesn't guarantee proficiency.\n", + "- **Trained Teachers:** Countries with better-trained teacher ratios tended to have smaller drops in math proficiency.\n", + "- **Out-of-School Rate:** Countries where more children were out of school in 2023 tended to show larger drops in math proficiency.\n", + "- **Digital Connectivity:** Countries with better digital connectivity generally had smaller learning losses — which makes sense, as students had more access to online learning.\n", + "- **School Closures:** Longer durations of full or partial school closures are linked with deeper learning losses.\n", + "\n", + "These results align with our expectations and global research on pandemic-era education challenges.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 📈 Simple Linear Regression: Completion Rate\n", + "We examine how change in completion rate predicts change in math proficiency using statsmodels." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: math_change R-squared: 0.278\n", + "Model: OLS Adj. R-squared: 0.141\n", + "Method: Least Squares F-statistic: 2.022\n", + "Date: Mon, 21 Jul 2025 Prob (F-statistic): 0.128\n", + "Time: 22:08:20 Log-Likelihood: -67.852\n", + "No. Observations: 26 AIC: 145.7\n", + "Df Residuals: 21 BIC: 152.0\n", + "Df Model: 4 \n", + "Covariance Type: nonrobust \n", + "========================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "----------------------------------------------------------------------------------------\n", + "Intercept -0.6992 0.896 -0.780 0.444 -2.563 1.165\n", + "completion_change 0.2842 0.213 1.334 0.197 -0.159 0.727\n", + "out_of_school_change 0.2685 0.157 1.708 0.102 -0.059 0.596\n", + "teacher_change 0.2819 0.148 1.900 0.071 -0.027 0.590\n", + "gov_change -0.6925 1.050 -0.660 0.517 -2.876 1.491\n", + "==============================================================================\n", + "Omnibus: 40.723 Durbin-Watson: 1.763\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 166.946\n", + "Skew: -2.808 Prob(JB): 5.60e-37\n", + "Kurtosis: 14.071 Cond. No. 8.58\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "import statsmodels.formula.api as smf\n", + "\n", + "model = smf.ols(\n", + " \"math_change ~ completion_change + out_of_school_change + teacher_change + gov_change\",\n", + " data=merged,\n", + ").fit()\n", + "print(model.summary())\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 📈 Multiple Linear Regression\n", + "We model math proficiency change using several independent variables." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: math_change R-squared: 0.278\n", + "Model: OLS Adj. R-squared: 0.141\n", + "Method: Least Squares F-statistic: 2.022\n", + "Date: Mon, 21 Jul 2025 Prob (F-statistic): 0.128\n", + "Time: 22:09:53 Log-Likelihood: -67.852\n", + "No. Observations: 26 AIC: 145.7\n", + "Df Residuals: 21 BIC: 152.0\n", + "Df Model: 4 \n", + "Covariance Type: nonrobust \n", + "========================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "----------------------------------------------------------------------------------------\n", + "Intercept -0.6992 0.896 -0.780 0.444 -2.563 1.165\n", + "completion_change 0.2842 0.213 1.334 0.197 -0.159 0.727\n", + "out_of_school_change 0.2685 0.157 1.708 0.102 -0.059 0.596\n", + "teacher_change 0.2819 0.148 1.900 0.071 -0.027 0.590\n", + "gov_change -0.6925 1.050 -0.660 0.517 -2.876 1.491\n", + "==============================================================================\n", + "Omnibus: 40.723 Durbin-Watson: 1.763\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 166.946\n", + "Skew: -2.808 Prob(JB): 5.60e-37\n", + "Kurtosis: 14.071 Cond. No. 8.58\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "model_multiple = smf.ols(\n", + " \"math_change ~ completion_change + out_of_school_change + teacher_change + gov_change\",\n", + " data=merged,\n", + ").fit()\n", + "\n", + "print(model_multiple.summary())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Regression Plot\n", + "We visualize the linear relationship using Seaborn." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "1478afe5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "comparison_vars = [\n", + " (\"completion_change\", \"Completion Rate Change\"),\n", + " (\"teacher_change\", \"Teacher Ratio Change\"),\n", + " (\"out_of_school_change\", \"Out-of-School Rate Change\"),\n", + " (\"gov_change\", \"Government Spending Change\"),\n", + " (\"digital_connectivity\", \"Digital Connectivity\"),\n", + " (\"school_closure_days\", \"School Closure Days\"),\n", + "]\n", + "\n", + "for var, label in comparison_vars:\n", + " filtered_df = merged[[\"ISO\", var, \"math_change\", \"income_group\"]].dropna()\n", + "\n", + " plt.figure(figsize=(10, 6))\n", + " sns.scatterplot(data=filtered_df, x=var, y=\"math_change\", hue=\"income_group\")\n", + " sns.regplot(data=filtered_df, x=var, y=\"math_change\", scatter=False, color=\"gray\")\n", + "\n", + " plt.title(f\"Math Proficiency Change vs. {label} by Income Group\")\n", + " plt.xlabel(label)\n", + " plt.ylabel(\"Math Proficiency Change\")\n", + " plt.grid(True)\n", + " plt.tight_layout()\n", + " plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 📉 Residual Analysis\n", + "We check residuals to assess the assumptions of the multiple regression model." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: math_change R-squared: 0.278\n", + "Model: OLS Adj. R-squared: 0.141\n", + "Method: Least Squares F-statistic: 2.022\n", + "Date: Mon, 21 Jul 2025 Prob (F-statistic): 0.128\n", + "Time: 22:16:31 Log-Likelihood: -67.852\n", + "No. Observations: 26 AIC: 145.7\n", + "Df Residuals: 21 BIC: 152.0\n", + "Df Model: 4 \n", + "Covariance Type: nonrobust \n", + "========================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "----------------------------------------------------------------------------------------\n", + "Intercept -0.6992 0.896 -0.780 0.444 -2.563 1.165\n", + "completion_change 0.2842 0.213 1.334 0.197 -0.159 0.727\n", + "out_of_school_change 0.2685 0.157 1.708 0.102 -0.059 0.596\n", + "teacher_change 0.2819 0.148 1.900 0.071 -0.027 0.590\n", + "gov_change -0.6925 1.050 -0.660 0.517 -2.876 1.491\n", + "==============================================================================\n", + "Omnibus: 40.723 Durbin-Watson: 1.763\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 166.946\n", + "Skew: -2.808 Prob(JB): 5.60e-37\n", + "Kurtosis: 14.071 Cond. No. 8.58\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "import statsmodels.formula.api as smf\n", + "\n", + "model_multiple = smf.ols(\n", + " \"math_change ~ completion_change + out_of_school_change + teacher_change + gov_change\",\n", + " data=merged,\n", + ").fit()\n", + "\n", + "print(model_multiple.summary())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "b0cd3d95", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "merged[\"predicted\"] = model_multiple.fittedvalues\n", + "merged[\"residuals\"] = model_multiple.resid\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x=merged[\"predicted\"], y=merged[\"residuals\"])\n", + "plt.axhline(0, linestyle=\"--\", color=\"gray\")\n", + "plt.title(\"Residuals vs Fitted Values\")\n", + "plt.xlabel(\"Predicted Math Change\")\n", + "plt.ylabel(\"Residuals\")\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "8e0a6a21", + "metadata": {}, + "source": [ + "## Findings\n", + "\n", + "We aimed to understand what factors were associated with changes in primary students’ math proficiency between 2019 and 2023.\n", + "\n", + "### 🔹 Regression Insights\n", + "\n", + "- A **simple linear regression** showed a positive relationship between **completion rate change** and **math proficiency change**, indicating that countries with increasing completion rates experienced smaller learning losses.\n", + "- In the **multiple regression model**, the following patterns emerged:\n", + " - **Out-of-school rate change** was negatively associated with math proficiency change, implying that greater exclusion from school is linked to worse outcomes.\n", + " - **Teacher ratio change** had a mild positive effect, suggesting that access to trained teachers might help mitigate learning loss.\n", + " - **Government education spending change** (as a % of GDP) was not a significant predictor, pointing to the importance of **how** money is spent, not just **how much**.\n", + " \n", + "### Visualization Patterns\n", + "\n", + "- Scatterplots confirmed these trends, especially the negative effect of out-of-school rates and the positive link with teacher training.\n", + "- **School closure days** and **digital connectivity** showed less consistent relationships and varied across income groups.\n", + "- Generally, **high-income countries** experienced smaller declines in math proficiency than **low- and middle-income countries**.\n", + "\n", + "### Interpretation Note\n", + "\n", + "These results are **associational**, not causal. While they provide insight into possible contributors to learning loss, other unmeasured factors (such as national policies, testing disruptions, or social conditions) may also play important roles.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/collaboration/retrospectives/3_data_analysis.md b/collaboration/retrospectives/3_data_analysis.md index e69de29bb..44601ceb1 100644 --- a/collaboration/retrospectives/3_data_analysis.md +++ b/collaboration/retrospectives/3_data_analysis.md @@ -0,0 +1,28 @@ +# Milestone 3 Retrospective + +## What went well + +- We successfully cleaned and merged multiple datasets from UNESCO, UNICEF, and the World Bank. +- Our team explored trends in math proficiency and related indicators using appropriate visualizations and summary statistics. +- We were able to identify meaningful patterns between math learning loss and variables like school closures, digital connectivity, and out-of-school rates. +- We created clear, well-commented notebooks that can be easily understood and replicated. + +## What was challenging + +- It was difficult to find standardized math assessment data from 2020–2021, which limited our ability to directly measure the impact during the peak of the pandemic. +- Matching country names and ISO codes across datasets took more time than expected. +- Some datasets had many missing values or outdated information, especially digital connectivity data. +- Separating exploratory and analytical code into two clean notebooks required multiple revisions. + +## What we learned + +- System-level education data can reveal important trends even in the absence of student-level scores. +- Income level is a useful lens to compare global differences in pandemic impact. +- Data cleaning and integration are critical and time-consuming steps in any research project. +- It's okay to adjust the research question as we better understand the limitations of available data. + +## What we could improve + +- Create and use reusable functions for repetitive cleaning steps to make the code cleaner and more efficient. +- Plan ahead for standardizing country names and codes across data sources. +- Try to explore complementary datasets (e.g., learning recovery programs, internet access) earlier in the process. From 59b5413b403833a073738acd452a94883a639bf5 Mon Sep 17 00:00:00 2001 From: heba Date: Mon, 21 Jul 2025 23:29:24 +0300 Subject: [PATCH 2/2] fix formatting --- .../class7_math_exploration.ipynb | 15 +- 3_data_exploration/data_exploration.ipynb | 106 +- 4_data_analysis/dataset_analysis.ipynb | 3088 +++++++++-------- 3 files changed, 1649 insertions(+), 1560 deletions(-) diff --git a/3_data_exploration/class7_math_exploration.ipynb b/3_data_exploration/class7_math_exploration.ipynb index ff93c8dab..b50fbfda3 100644 --- a/3_data_exploration/class7_math_exploration.ipynb +++ b/3_data_exploration/class7_math_exploration.ipynb @@ -25,7 +25,8 @@ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", - "sns.set(style='whitegrid')\n", + "\n", + "sns.set(style=\"whitegrid\")\n", "\n", "# Load data\n", "df = pd.read_csv(\"C:/Users/heba9/OneDrive/Desktop/class7_math_results.cleaned.csv\")" @@ -68,7 +69,7 @@ } ], "source": [ - "plt.figure(figsize=(14, 10)) \n", + "plt.figure(figsize=(14, 10))\n", "sns.boxplot(\n", " data=df, x=\"AcademicYear\", y=\"MathMarks\", palette=\"Set2\", width=0.4, linewidth=2\n", ")\n", @@ -76,12 +77,12 @@ "plt.title(\"Math Scores by Academic Year (Grade 7)\", fontsize=18)\n", "plt.xlabel(\"Academic Year\", fontsize=14)\n", "plt.ylabel(\"Math Marks\", fontsize=14)\n", - "plt.ylim(0, 200) \n", + "plt.ylim(0, 200)\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", "plt.tight_layout()\n", - "plt.show()\n" + "plt.show()" ] }, { @@ -122,9 +123,9 @@ "plt.title(\"Distribution of Math Scores by Year\")\n", "plt.xlabel(\"Math Marks\")\n", "plt.ylabel(\"Number of Students\")\n", - "plt.xlim(0, 200) \n", + "plt.xlim(0, 200)\n", "plt.tight_layout()\n", - "plt.show()\n" + "plt.show()" ] }, { @@ -157,7 +158,7 @@ " df[df[\"AcademicYear\"] == 2021][\"MathMarks\"],\n", ")\n", "print(f\"F-statistic: {anova_result.statistic:.3f}\")\n", - "print(f\"P-value: {anova_result.pvalue:.4f}\")\n" + "print(f\"P-value: {anova_result.pvalue:.4f}\")" ] }, { diff --git a/3_data_exploration/data_exploration.ipynb b/3_data_exploration/data_exploration.ipynb index 8c6603209..d14d8fdc2 100644 --- a/3_data_exploration/data_exploration.ipynb +++ b/3_data_exploration/data_exploration.ipynb @@ -171,7 +171,7 @@ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", - "sns.set(style='whitegrid')\n", + "sns.set(style=\"whitegrid\")\n", "df = pd.read_csv(\"../1_datasets/final_dataset.csv\")\n", "df.head()" ] @@ -400,45 +400,63 @@ "from functools import reduce\n", "\n", "# Select key indicators to analyze (with 2019 and 2023 values)\n", - "indicators = ['math_proficiency', 'completion_rate', 'trained_teacher_ratio', 'out_of_school_rate', 'gov_edu_spending']\n", + "indicators = [\n", + " \"math_proficiency\",\n", + " \"completion_rate\",\n", + " \"trained_teacher_ratio\",\n", + " \"out_of_school_rate\",\n", + " \"gov_edu_spending\",\n", + "]\n", "pivoted_dfs = []\n", "for var in indicators:\n", - " pivot = df.pivot_table(index='ISO', columns='Year', values=var, aggfunc='mean').reset_index()\n", + " pivot = df.pivot_table(\n", + " index=\"ISO\", columns=\"Year\", values=var, aggfunc=\"mean\"\n", + " ).reset_index()\n", " pivot.columns.name = None\n", - " pivot = pivot.rename(columns={2019: f'{var}_2019', 2023: f'{var}_2023'})\n", + " pivot = pivot.rename(columns={2019: f\"{var}_2019\", 2023: f\"{var}_2023\"})\n", " pivoted_dfs.append(pivot)\n", "\n", "# Merge all main indicators\n", - "merged = reduce(lambda left, right: pd.merge(left, right, on='ISO'), pivoted_dfs)\n", + "merged = reduce(lambda left, right: pd.merge(left, right, on=\"ISO\"), pivoted_dfs)\n", "\n", "# Drop rows with missing values in key indicators\n", "merged = merged.dropna()\n", "\n", "# Calculate changes\n", - "merged['math_change'] = merged['math_proficiency_2023'] - merged['math_proficiency_2019']\n", - "merged['completion_change'] = merged['completion_rate_2023'] - merged['completion_rate_2019']\n", - "merged['teacher_change'] = merged['trained_teacher_ratio_2023'] - merged['trained_teacher_ratio_2019']\n", - "merged['out_of_school_change'] = merged['out_of_school_rate_2023'] - merged['out_of_school_rate_2019']\n", - "merged['gov_change'] = merged['gov_edu_spending_2023'] - merged['gov_edu_spending_2019']\n", + "merged[\"math_change\"] = (\n", + " merged[\"math_proficiency_2023\"] - merged[\"math_proficiency_2019\"]\n", + ")\n", + "merged[\"completion_change\"] = (\n", + " merged[\"completion_rate_2023\"] - merged[\"completion_rate_2019\"]\n", + ")\n", + "merged[\"teacher_change\"] = (\n", + " merged[\"trained_teacher_ratio_2023\"] - merged[\"trained_teacher_ratio_2019\"]\n", + ")\n", + "merged[\"out_of_school_change\"] = (\n", + " merged[\"out_of_school_rate_2023\"] - merged[\"out_of_school_rate_2019\"]\n", + ")\n", + "merged[\"gov_change\"] = merged[\"gov_edu_spending_2023\"] - merged[\"gov_edu_spending_2019\"]\n", "\n", "# Get unique digital connectivity values per country (ignore year)\n", - "connectivity = df[['ISO', 'digital_connectivity']].dropna().drop_duplicates(subset='ISO')\n", + "connectivity = (\n", + " df[[\"ISO\", \"digital_connectivity\"]].dropna().drop_duplicates(subset=\"ISO\")\n", + ")\n", "\n", "# Get unique school closure days per country (ignore year)\n", - "closures = df[['ISO', 'school_closure_days']].dropna().drop_duplicates(subset='ISO')\n", + "closures = df[[\"ISO\", \"school_closure_days\"]].dropna().drop_duplicates(subset=\"ISO\")\n", "\n", "# Merge both columns into the main merged dataset\n", - "merged = merged.merge(connectivity, on='ISO', how='left')\n", - "merged = merged.merge(closures, on='ISO', how='left')\n", + "merged = merged.merge(connectivity, on=\"ISO\", how=\"left\")\n", + "merged = merged.merge(closures, on=\"ISO\", how=\"left\")\n", "\n", "# Get unique income group per country (ignore year)\n", - "income_group = df[['ISO', 'income_group']].dropna().drop_duplicates(subset='ISO')\n", + "income_group = df[[\"ISO\", \"income_group\"]].dropna().drop_duplicates(subset=\"ISO\")\n", "\n", "# Merge income group into the merged dataset\n", - "merged = merged.merge(income_group, on='ISO', how='left')\n", + "merged = merged.merge(income_group, on=\"ISO\", how=\"left\")\n", "\n", "\n", - "merged.head()\n" + "merged.head()" ] }, { @@ -662,11 +680,19 @@ } ], "source": [ - "merged['math_change'] = merged['math_proficiency_2023'] - merged['math_proficiency_2019']\n", - "merged['completion_change'] = merged['completion_rate_2023'] - merged['completion_rate_2019']\n", - "merged['teacher_change'] = merged['trained_teacher_ratio_2023'] - merged['trained_teacher_ratio_2019']\n", - "merged['out_of_school_change'] = merged['out_of_school_rate_2023'] - merged['out_of_school_rate_2019']\n", - "merged['gov_change'] = merged['gov_edu_spending_2023'] - merged['gov_edu_spending_2019']\n", + "merged[\"math_change\"] = (\n", + " merged[\"math_proficiency_2023\"] - merged[\"math_proficiency_2019\"]\n", + ")\n", + "merged[\"completion_change\"] = (\n", + " merged[\"completion_rate_2023\"] - merged[\"completion_rate_2019\"]\n", + ")\n", + "merged[\"teacher_change\"] = (\n", + " merged[\"trained_teacher_ratio_2023\"] - merged[\"trained_teacher_ratio_2019\"]\n", + ")\n", + "merged[\"out_of_school_change\"] = (\n", + " merged[\"out_of_school_rate_2023\"] - merged[\"out_of_school_rate_2019\"]\n", + ")\n", + "merged[\"gov_change\"] = merged[\"gov_edu_spending_2023\"] - merged[\"gov_edu_spending_2019\"]\n", "merged.head()" ] }, @@ -718,21 +744,21 @@ ], "source": [ "# Group by income group and calculate the average change\n", - "income_change = merged.groupby('income_group')['math_change'].mean().sort_values()\n", + "income_change = merged.groupby(\"income_group\")[\"math_change\"].mean().sort_values()\n", "\n", "# Set plot style\n", "sns.set(style=\"whitegrid\")\n", "\n", "# Plot: Average Change in Math Proficiency by Income Group\n", "plt.figure(figsize=(10, 6))\n", - "sns.barplot(x=income_change.index, y=income_change.values, palette='viridis')\n", + "sns.barplot(x=income_change.index, y=income_change.values, palette=\"viridis\")\n", "\n", "# Add titles and labels\n", - "plt.title('Average Change in Math Proficiency (2023 vs 2019) by Income Group')\n", - "plt.ylabel('Change in Math Proficiency (%)')\n", - "plt.xlabel('Income Group')\n", + "plt.title(\"Average Change in Math Proficiency (2023 vs 2019) by Income Group\")\n", + "plt.ylabel(\"Change in Math Proficiency (%)\")\n", + "plt.xlabel(\"Income Group\")\n", "plt.xticks(rotation=15)\n", - "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", "plt.tight_layout()\n", "plt.show()" ] @@ -856,27 +882,27 @@ ], "source": [ "comparison_vars = [\n", - " ('completion_change', 'Completion Rate Change'),\n", - " ('teacher_change', 'Teacher Ratio Change'),\n", - " ('out_of_school_change', 'Out-of-School Rate Change'),\n", - " ('gov_change', 'Government Spending Change'),\n", - " ('digital_connectivity', 'Digital Connectivity'),\n", - " ('school_closure_days', 'School Closure Days')\n", + " (\"completion_change\", \"Completion Rate Change\"),\n", + " (\"teacher_change\", \"Teacher Ratio Change\"),\n", + " (\"out_of_school_change\", \"Out-of-School Rate Change\"),\n", + " (\"gov_change\", \"Government Spending Change\"),\n", + " (\"digital_connectivity\", \"Digital Connectivity\"),\n", + " (\"school_closure_days\", \"School Closure Days\"),\n", "]\n", "\n", "for var, label in comparison_vars:\n", - " filtered_df = merged[['ISO', var, 'math_change', 'income_group']].dropna()\n", - " \n", + " filtered_df = merged[[\"ISO\", var, \"math_change\", \"income_group\"]].dropna()\n", + "\n", " plt.figure(figsize=(10, 6))\n", - " sns.scatterplot(data=filtered_df, x=var, y='math_change', hue='income_group')\n", - " sns.regplot(data=filtered_df, x=var, y='math_change', scatter=False, color='gray')\n", - " \n", + " sns.scatterplot(data=filtered_df, x=var, y=\"math_change\", hue=\"income_group\")\n", + " sns.regplot(data=filtered_df, x=var, y=\"math_change\", scatter=False, color=\"gray\")\n", + "\n", " plt.title(f\"Math Proficiency Change vs. {label} by Income Group\")\n", " plt.xlabel(label)\n", " plt.ylabel(\"Math Proficiency Change\")\n", " plt.grid(True)\n", " plt.tight_layout()\n", - " plt.show()\n" + " plt.show()" ] }, { diff --git a/4_data_analysis/dataset_analysis.ipynb b/4_data_analysis/dataset_analysis.ipynb index 7bb236a9f..ce8b92466 100644 --- a/4_data_analysis/dataset_analysis.ipynb +++ b/4_data_analysis/dataset_analysis.ipynb @@ -1,1580 +1,1642 @@ { - "cells": [ - { - "cell_type": "markdown", - "id": "f41aeb2f", - "metadata": {}, - "source": [ - "## Load and Preview Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "a807db10", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ISOYearmath_proficiencycompletion_rategov_edu_spendingout_of_school_ratetrained_teacher_ratiodigital_connectivityschool_closure_daysincome_group
0ALB201961.7597.33.923.0NaNNaN201.0Upper middle income
1ALB202368.0097.42.9210.0NaNNaN201.0Upper middle income
2ARE201953.42NaN3.862.018.60NaN463.0High income
3ARE202360.00NaNNaN1.014.83NaN463.0High income
4ARG201913.1096.34.771.0NaN0.39575.0Upper middle income
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" - ], - "text/plain": [ - " ISO Year math_proficiency completion_rate gov_edu_spending \\\n", - "0 ALB 2019 61.75 97.3 3.92 \n", - "1 ALB 2023 68.00 97.4 2.92 \n", - "2 ARE 2019 53.42 NaN 3.86 \n", - "3 ARE 2023 60.00 NaN NaN \n", - "4 ARG 2019 13.10 96.3 4.77 \n", - "\n", - " out_of_school_rate trained_teacher_ratio digital_connectivity \\\n", - "0 3.0 NaN NaN \n", - "1 10.0 NaN NaN \n", - "2 2.0 18.60 NaN \n", - "3 1.0 14.83 NaN \n", - "4 1.0 NaN 0.39 \n", - "\n", - " school_closure_days income_group \n", - "0 201.0 Upper middle income \n", - "1 201.0 Upper middle income \n", - "2 463.0 High income \n", - "3 463.0 High income \n", - "4 575.0 Upper middle income " - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "sns.set(style='whitegrid')\n", - "df = pd.read_csv(\"../1_datasets/final_dataset.csv\")\n", - "df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "b8572ade", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['ISO', 'Year', 'math_proficiency', 'completion_rate', 'gov_edu_spending', 'out_of_school_rate', 'trained_teacher_ratio', 'digital_connectivity', 'school_closure_days', 'income_group']\n" - ] - } - ], - "source": [ - "print(df.columns.tolist())\n" - ] - }, - { - "cell_type": "markdown", - "id": "4ffd4b7d", - "metadata": {}, - "source": [ - "## Reshape Data for Change Analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "eccd263b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ISOmath_proficiency_2019math_proficiency_2023completion_rate_2019completion_rate_2023trained_teacher_ratio_2019trained_teacher_ratio_2023out_of_school_rate_2019out_of_school_rate_2023gov_edu_spending_2019gov_edu_spending_2023math_changecompletion_changeteacher_changeout_of_school_changegov_changedigital_connectivityschool_closure_daysincome_group
0ARM26.49500026.52000099.499.529.0723.6510.08.02.572.430.0250000.1-5.42-2.0-0.140.8187.0Upper middle income
1AZE24.68000022.38750098.398.415.7915.978.09.03.183.58-2.2925000.10.181.00.40NaN342.0Upper middle income
2BFA26.98250026.24666760.668.944.4737.4133.036.05.465.33-0.7358338.3-7.063.0-0.130.01111.0Low income
3BLR9.1700009.72333399.899.819.5320.223.04.04.984.950.5533330.00.691.0-0.03NaNNaNUpper middle income
4BLZ11.10333312.10000083.185.223.3520.044.012.05.964.260.9966672.1-3.318.0-1.70NaN522.0Upper middle income
\n", - "
" - ], - "text/plain": [ - " ISO math_proficiency_2019 math_proficiency_2023 completion_rate_2019 \\\n", - "0 ARM 26.495000 26.520000 99.4 \n", - "1 AZE 24.680000 22.387500 98.3 \n", - "2 BFA 26.982500 26.246667 60.6 \n", - "3 BLR 9.170000 9.723333 99.8 \n", - "4 BLZ 11.103333 12.100000 83.1 \n", - "\n", - " completion_rate_2023 trained_teacher_ratio_2019 \\\n", - "0 99.5 29.07 \n", - "1 98.4 15.79 \n", - "2 68.9 44.47 \n", - "3 99.8 19.53 \n", - "4 85.2 23.35 \n", - "\n", - " trained_teacher_ratio_2023 out_of_school_rate_2019 \\\n", - "0 23.65 10.0 \n", - "1 15.97 8.0 \n", - "2 37.41 33.0 \n", - "3 20.22 3.0 \n", - "4 20.04 4.0 \n", - "\n", - " out_of_school_rate_2023 gov_edu_spending_2019 gov_edu_spending_2023 \\\n", - "0 8.0 2.57 2.43 \n", - "1 9.0 3.18 3.58 \n", - "2 36.0 5.46 5.33 \n", - "3 4.0 4.98 4.95 \n", - "4 12.0 5.96 4.26 \n", - "\n", - " math_change completion_change teacher_change out_of_school_change \\\n", - "0 0.025000 0.1 -5.42 -2.0 \n", - "1 -2.292500 0.1 0.18 1.0 \n", - "2 -0.735833 8.3 -7.06 3.0 \n", - "3 0.553333 0.0 0.69 1.0 \n", - "4 0.996667 2.1 -3.31 8.0 \n", - "\n", - " gov_change digital_connectivity school_closure_days income_group \n", - "0 -0.14 0.81 87.0 Upper middle income \n", - "1 0.40 NaN 342.0 Upper middle income \n", - "2 -0.13 0.01 111.0 Low income \n", - "3 -0.03 NaN NaN Upper middle income \n", - "4 -1.70 NaN 522.0 Upper middle income " - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from functools import reduce\n", - "\n", - "# Select key indicators to analyze (with 2019 and 2023 values)\n", - "indicators = ['math_proficiency', 'completion_rate', 'trained_teacher_ratio', 'out_of_school_rate', 'gov_edu_spending']\n", - "pivoted_dfs = []\n", - "for var in indicators:\n", - " pivot = df.pivot_table(index='ISO', columns='Year', values=var, aggfunc='mean').reset_index()\n", - " pivot.columns.name = None\n", - " pivot = pivot.rename(columns={2019: f'{var}_2019', 2023: f'{var}_2023'})\n", - " pivoted_dfs.append(pivot)\n", - "\n", - "# Merge all main indicators\n", - "merged = reduce(lambda left, right: pd.merge(left, right, on='ISO'), pivoted_dfs)\n", - "\n", - "# Drop rows with missing values in key indicators\n", - "merged = merged.dropna()\n", - "\n", - "# Calculate changes\n", - "merged['math_change'] = merged['math_proficiency_2023'] - merged['math_proficiency_2019']\n", - "merged['completion_change'] = merged['completion_rate_2023'] - merged['completion_rate_2019']\n", - "merged['teacher_change'] = merged['trained_teacher_ratio_2023'] - merged['trained_teacher_ratio_2019']\n", - "merged['out_of_school_change'] = merged['out_of_school_rate_2023'] - merged['out_of_school_rate_2019']\n", - "merged['gov_change'] = merged['gov_edu_spending_2023'] - merged['gov_edu_spending_2019']\n", - "\n", - "# Get unique digital connectivity values per country (ignore year)\n", - "connectivity = df[['ISO', 'digital_connectivity']].dropna().drop_duplicates(subset='ISO')\n", - "\n", - "# Get unique school closure days per country (ignore year)\n", - "closures = df[['ISO', 'school_closure_days']].dropna().drop_duplicates(subset='ISO')\n", - "\n", - "# Merge both columns into the main merged dataset\n", - "merged = merged.merge(connectivity, on='ISO', how='left')\n", - "merged = merged.merge(closures, on='ISO', how='left')\n", - "\n", - "# Get unique income group per country (ignore year)\n", - "income_group = df[['ISO', 'income_group']].dropna().drop_duplicates(subset='ISO')\n", - "\n", - "# Merge income group into the merged dataset\n", - "merged = merged.merge(income_group, on='ISO', how='left')\n", - "\n", - "\n", - "merged.head()\n" - ] - }, - { - "cell_type": "markdown", - "id": "5d376f8c", - "metadata": {}, - "source": [ - "## Calculate Change in Indicators (2023 - 2019)" - ] - }, + "cells": [ + { + "cell_type": "markdown", + "id": "f41aeb2f", + "metadata": {}, + "source": [ + "## Load and Preview Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a807db10", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 18, - "id": "7090c2b1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ISOmath_proficiency_2019math_proficiency_2023completion_rate_2019completion_rate_2023trained_teacher_ratio_2019trained_teacher_ratio_2023out_of_school_rate_2019out_of_school_rate_2023gov_edu_spending_2019gov_edu_spending_2023math_changecompletion_changeteacher_changeout_of_school_changegov_changedigital_connectivityschool_closure_daysincome_group
0ARM26.49500026.52000099.499.529.0723.6510.08.02.572.430.0250000.1-5.42-2.0-0.140.8187.0Upper middle income
1AZE24.68000022.38750098.398.415.7915.978.09.03.183.58-2.2925000.10.181.00.40NaN342.0Upper middle income
2BFA26.98250026.24666760.668.944.4737.4133.036.05.465.33-0.7358338.3-7.063.0-0.130.01111.0Low income
3BLR9.1700009.72333399.899.819.5320.223.04.04.984.950.5533330.00.691.0-0.03NaNNaNUpper middle income
4BLZ11.10333312.10000083.185.223.3520.044.012.05.964.260.9966672.1-3.318.0-1.70NaN522.0Upper middle income
\n", - "
" - ], - "text/plain": [ - " ISO math_proficiency_2019 math_proficiency_2023 completion_rate_2019 \\\n", - "0 ARM 26.495000 26.520000 99.4 \n", - "1 AZE 24.680000 22.387500 98.3 \n", - "2 BFA 26.982500 26.246667 60.6 \n", - "3 BLR 9.170000 9.723333 99.8 \n", - "4 BLZ 11.103333 12.100000 83.1 \n", - "\n", - " completion_rate_2023 trained_teacher_ratio_2019 \\\n", - "0 99.5 29.07 \n", - "1 98.4 15.79 \n", - "2 68.9 44.47 \n", - "3 99.8 19.53 \n", - "4 85.2 23.35 \n", - "\n", - " trained_teacher_ratio_2023 out_of_school_rate_2019 \\\n", - "0 23.65 10.0 \n", - "1 15.97 8.0 \n", - "2 37.41 33.0 \n", - "3 20.22 3.0 \n", - "4 20.04 4.0 \n", - "\n", - " out_of_school_rate_2023 gov_edu_spending_2019 gov_edu_spending_2023 \\\n", - "0 8.0 2.57 2.43 \n", - "1 9.0 3.18 3.58 \n", - "2 36.0 5.46 5.33 \n", - "3 4.0 4.98 4.95 \n", - "4 12.0 5.96 4.26 \n", - "\n", - " math_change completion_change teacher_change out_of_school_change \\\n", - "0 0.025000 0.1 -5.42 -2.0 \n", - "1 -2.292500 0.1 0.18 1.0 \n", - "2 -0.735833 8.3 -7.06 3.0 \n", - "3 0.553333 0.0 0.69 1.0 \n", - "4 0.996667 2.1 -3.31 8.0 \n", - "\n", - " gov_change digital_connectivity school_closure_days income_group \n", - "0 -0.14 0.81 87.0 Upper middle income \n", - "1 0.40 NaN 342.0 Upper middle income \n", - "2 -0.13 0.01 111.0 Low income \n", - "3 -0.03 NaN NaN Upper middle income \n", - "4 -1.70 NaN 522.0 Upper middle income " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } + "data": { + "text/html": [ + "
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ISOYearmath_proficiencycompletion_rategov_edu_spendingout_of_school_ratetrained_teacher_ratiodigital_connectivityschool_closure_daysincome_group
0ALB201961.7597.33.923.0NaNNaN201.0Upper middle income
1ALB202368.0097.42.9210.0NaNNaN201.0Upper middle income
2ARE201953.42NaN3.862.018.60NaN463.0High income
3ARE202360.00NaNNaN1.014.83NaN463.0High income
4ARG201913.1096.34.771.0NaN0.39575.0Upper middle income
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" ], - "source": [ - "merged['math_change'] = merged['math_proficiency_2023'] - merged['math_proficiency_2019']\n", - "merged['completion_change'] = merged['completion_rate_2023'] - merged['completion_rate_2019']\n", - "merged['teacher_change'] = merged['trained_teacher_ratio_2023'] - merged['trained_teacher_ratio_2019']\n", - "merged['out_of_school_change'] = merged['out_of_school_rate_2023'] - merged['out_of_school_rate_2019']\n", - "merged['gov_change'] = merged['gov_edu_spending_2023'] - merged['gov_edu_spending_2019']\n", - "merged.head()" + "text/plain": [ + " ISO Year math_proficiency completion_rate gov_edu_spending \\\n", + "0 ALB 2019 61.75 97.3 3.92 \n", + "1 ALB 2023 68.00 97.4 2.92 \n", + "2 ARE 2019 53.42 NaN 3.86 \n", + "3 ARE 2023 60.00 NaN NaN \n", + "4 ARG 2019 13.10 96.3 4.77 \n", + "\n", + " out_of_school_rate trained_teacher_ratio digital_connectivity \\\n", + "0 3.0 NaN NaN \n", + "1 10.0 NaN NaN \n", + "2 2.0 18.60 NaN \n", + "3 1.0 14.83 NaN \n", + "4 1.0 NaN 0.39 \n", + "\n", + " school_closure_days income_group \n", + "0 201.0 Upper middle income \n", + "1 201.0 Upper middle income \n", + "2 463.0 High income \n", + "3 463.0 High income \n", + "4 575.0 Upper middle income " ] - }, + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "sns.set(style=\"whitegrid\")\n", + "df = pd.read_csv(\"../1_datasets/final_dataset.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "b8572ade", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "3eea62fd", - "metadata": {}, - "source": [ - "## Correlation Between Changes in Key Education Indicators\n", - "\n", - "This heatmap displays the pairwise **Pearson correlation coefficients** between changes in key education indicators:\n", - "\n", - "- `math_change`: Change in math proficiency (2023 vs 2019)\n", - "- `completion_change`: Change in school completion rate\n", - "- `teacher_change`: Change in trained teacher ratio\n", - "- `out_of_school_change`: Change in out-of-school rate\n", - "- `gov_change`: Change in government spending on education\n", - "- `digital_connectivity`: Level of school-age digital access\n", - "- `school_closure_days`: Total days of full and partial school closure\n", - "\n", - "A positive correlation indicates that both variables tend to increase or decrease together, while a negative correlation suggests an inverse relationship.\n", - "\n", - "This analysis helps identify which factors are most closely associated with learning loss or improvement across countries.\n" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "['ISO', 'Year', 'math_proficiency', 'completion_rate', 'gov_edu_spending', 'out_of_school_rate', 'trained_teacher_ratio', 'digital_connectivity', 'school_closure_days', 'income_group']\n" + ] + } + ], + "source": [ + "print(df.columns.tolist())" + ] + }, + { + "cell_type": "markdown", + "id": "4ffd4b7d", + "metadata": {}, + "source": [ + "## Reshape Data for Change Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "eccd263b", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 5, - "id": "419320a5", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ISOmath_proficiency_2019math_proficiency_2023completion_rate_2019completion_rate_2023trained_teacher_ratio_2019trained_teacher_ratio_2023out_of_school_rate_2019out_of_school_rate_2023gov_edu_spending_2019gov_edu_spending_2023math_changecompletion_changeteacher_changeout_of_school_changegov_changedigital_connectivityschool_closure_daysincome_group
0ARM26.49500026.52000099.499.529.0723.6510.08.02.572.430.0250000.1-5.42-2.0-0.140.8187.0Upper middle income
1AZE24.68000022.38750098.398.415.7915.978.09.03.183.58-2.2925000.10.181.00.40NaN342.0Upper middle income
2BFA26.98250026.24666760.668.944.4737.4133.036.05.465.33-0.7358338.3-7.063.0-0.130.01111.0Low income
3BLR9.1700009.72333399.899.819.5320.223.04.04.984.950.5533330.00.691.0-0.03NaNNaNUpper middle income
4BLZ11.10333312.10000083.185.223.3520.044.012.05.964.260.9966672.1-3.318.0-1.70NaN522.0Upper middle income
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" ], - "source": [ - "corr_vars = ['math_change', 'completion_change', 'teacher_change',\n", - " 'out_of_school_change', 'digital_connectivity',\n", - " 'gov_change', 'school_closure_days']\n", - "corr_matrix = merged[corr_vars].dropna().corr()\n", - "\n", - "plt.figure(figsize=(10, 6))\n", - "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n", - "plt.title(\"Correlation Between All Indicator Changes and Math Change\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "fb166812", - "metadata": {}, - "source": [ - "### Findings – Correlation Between Indicators and Math Proficiency Change\n", - "This heatmap shows how changes in different indicators are correlated with the change in math proficiency from 2019 to 2023.\n", - "\n", - "Key observations:\n", - "\n", - "- Negative correlation with `out_of_school_change`:\n", - "Countries where more students were out of school in 2023 tend to have larger drops in math proficiency. This supports the idea that lack of access to school heavily affects learning outcomes.\n", - "\n", - "- Positive correlation with `digital_connectivity`:\n", - "Countries with higher school-age digital access showed smaller learning losses. This highlights the importance of remote learning infrastructure during school closures.\n", - "\n", - "- Slight negative correlation with `school_closure_days`:\n", - "More school closure days are mildly associated with a drop in math performance, although the relationship is not very strong, possibly due to differences in how countries handled closures (full vs partial, with or without support).\n", - "\n", - "- Weaker or no strong correlation with government spending and teacher ratio change, possibly due to delays in impact or variation in how resources were used.\n", - "\n", - "These correlations don’t prove causation, but they help us understand which factors might be more strongly associated with pandemic learning loss in math." + "text/plain": [ + " ISO math_proficiency_2019 math_proficiency_2023 completion_rate_2019 \\\n", + "0 ARM 26.495000 26.520000 99.4 \n", + "1 AZE 24.680000 22.387500 98.3 \n", + "2 BFA 26.982500 26.246667 60.6 \n", + "3 BLR 9.170000 9.723333 99.8 \n", + "4 BLZ 11.103333 12.100000 83.1 \n", + "\n", + " completion_rate_2023 trained_teacher_ratio_2019 \\\n", + "0 99.5 29.07 \n", + "1 98.4 15.79 \n", + "2 68.9 44.47 \n", + "3 99.8 19.53 \n", + "4 85.2 23.35 \n", + "\n", + " trained_teacher_ratio_2023 out_of_school_rate_2019 \\\n", + "0 23.65 10.0 \n", + "1 15.97 8.0 \n", + "2 37.41 33.0 \n", + "3 20.22 3.0 \n", + "4 20.04 4.0 \n", + "\n", + " out_of_school_rate_2023 gov_edu_spending_2019 gov_edu_spending_2023 \\\n", + "0 8.0 2.57 2.43 \n", + "1 9.0 3.18 3.58 \n", + "2 36.0 5.46 5.33 \n", + "3 4.0 4.98 4.95 \n", + "4 12.0 5.96 4.26 \n", + "\n", + " math_change completion_change teacher_change out_of_school_change \\\n", + "0 0.025000 0.1 -5.42 -2.0 \n", + "1 -2.292500 0.1 0.18 1.0 \n", + "2 -0.735833 8.3 -7.06 3.0 \n", + "3 0.553333 0.0 0.69 1.0 \n", + "4 0.996667 2.1 -3.31 8.0 \n", + "\n", + " gov_change digital_connectivity school_closure_days income_group \n", + "0 -0.14 0.81 87.0 Upper middle income \n", + "1 0.40 NaN 342.0 Upper middle income \n", + "2 -0.13 0.01 111.0 Low income \n", + "3 -0.03 NaN NaN Upper middle income \n", + "4 -1.70 NaN 522.0 Upper middle income " ] - }, - { - "cell_type": "markdown", - "id": "70ea45f9", - "metadata": {}, - "source": [ - "## Linear Regression: Predicting Math Change from Indicator Changes\n", - "We use a simple linear regression model to assess how well changes in education indicators can predict changes in math proficiency." - ] - }, + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from functools import reduce\n", + "\n", + "# Select key indicators to analyze (with 2019 and 2023 values)\n", + "indicators = [\n", + " \"math_proficiency\",\n", + " \"completion_rate\",\n", + " \"trained_teacher_ratio\",\n", + " \"out_of_school_rate\",\n", + " \"gov_edu_spending\",\n", + "]\n", + "pivoted_dfs = []\n", + "for var in indicators:\n", + " pivot = df.pivot_table(\n", + " index=\"ISO\", columns=\"Year\", values=var, aggfunc=\"mean\"\n", + " ).reset_index()\n", + " pivot.columns.name = None\n", + " pivot = pivot.rename(columns={2019: f\"{var}_2019\", 2023: f\"{var}_2023\"})\n", + " pivoted_dfs.append(pivot)\n", + "\n", + "# Merge all main indicators\n", + "merged = reduce(lambda left, right: pd.merge(left, right, on=\"ISO\"), pivoted_dfs)\n", + "\n", + "# Drop rows with missing values in key indicators\n", + "merged = merged.dropna()\n", + "\n", + "# Calculate changes\n", + "merged[\"math_change\"] = (\n", + " merged[\"math_proficiency_2023\"] - merged[\"math_proficiency_2019\"]\n", + ")\n", + "merged[\"completion_change\"] = (\n", + " merged[\"completion_rate_2023\"] - merged[\"completion_rate_2019\"]\n", + ")\n", + "merged[\"teacher_change\"] = (\n", + " merged[\"trained_teacher_ratio_2023\"] - merged[\"trained_teacher_ratio_2019\"]\n", + ")\n", + "merged[\"out_of_school_change\"] = (\n", + " merged[\"out_of_school_rate_2023\"] - merged[\"out_of_school_rate_2019\"]\n", + ")\n", + "merged[\"gov_change\"] = merged[\"gov_edu_spending_2023\"] - merged[\"gov_edu_spending_2019\"]\n", + "\n", + "# Get unique digital connectivity values per country (ignore year)\n", + "connectivity = (\n", + " df[[\"ISO\", \"digital_connectivity\"]].dropna().drop_duplicates(subset=\"ISO\")\n", + ")\n", + "\n", + "# Get unique school closure days per country (ignore year)\n", + "closures = df[[\"ISO\", \"school_closure_days\"]].dropna().drop_duplicates(subset=\"ISO\")\n", + "\n", + "# Merge both columns into the main merged dataset\n", + "merged = merged.merge(connectivity, on=\"ISO\", how=\"left\")\n", + "merged = merged.merge(closures, on=\"ISO\", how=\"left\")\n", + "\n", + "# Get unique income group per country (ignore year)\n", + "income_group = df[[\"ISO\", \"income_group\"]].dropna().drop_duplicates(subset=\"ISO\")\n", + "\n", + "# Merge income group into the merged dataset\n", + "merged = merged.merge(income_group, on=\"ISO\", how=\"left\")\n", + "\n", + "\n", + "merged.head()" + ] + }, + { + "cell_type": "markdown", + "id": "5d376f8c", + "metadata": {}, + "source": [ + "## Calculate Change in Indicators (2023 - 2019)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "7090c2b1", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 6, - "id": "4726d900", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model Coefficients: {'completion_change': 0.3074185216634653, 'teacher_change': 0.35302412961995194, 'out_of_school_change': 0.29078957603790373}\n", - "Intercept: -1.23\n", - "R² Score: -1.96\n", - "RMSE: 1.96\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\heba9\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", - " warnings.warn(\n" - ] - } + "data": { + "text/html": [ + "
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ISOmath_proficiency_2019math_proficiency_2023completion_rate_2019completion_rate_2023trained_teacher_ratio_2019trained_teacher_ratio_2023out_of_school_rate_2019out_of_school_rate_2023gov_edu_spending_2019gov_edu_spending_2023math_changecompletion_changeteacher_changeout_of_school_changegov_changedigital_connectivityschool_closure_daysincome_group
0ARM26.49500026.52000099.499.529.0723.6510.08.02.572.430.0250000.1-5.42-2.0-0.140.8187.0Upper middle income
1AZE24.68000022.38750098.398.415.7915.978.09.03.183.58-2.2925000.10.181.00.40NaN342.0Upper middle income
2BFA26.98250026.24666760.668.944.4737.4133.036.05.465.33-0.7358338.3-7.063.0-0.130.01111.0Low income
3BLR9.1700009.72333399.899.819.5320.223.04.04.984.950.5533330.00.691.0-0.03NaNNaNUpper middle income
4BLZ11.10333312.10000083.185.223.3520.044.012.05.964.260.9966672.1-3.318.0-1.70NaN522.0Upper middle income
\n", + "
" ], - "source": [ - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import r2_score, mean_squared_error\n", - "\n", - "# Define X and y\n", - "X = merged[['completion_change', 'teacher_change', 'out_of_school_change']]\n", - "y = merged['math_change']\n", - "\n", - "# Train/test split\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "\n", - "# Train model\n", - "model = LinearRegression()\n", - "model.fit(X_train, y_train)\n", - "\n", - "# Predict and evaluate\n", - "y_pred = model.predict(X_test)\n", - "r2 = r2_score(y_test, y_pred)\n", - "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", - "\n", - "print(\"Model Coefficients:\", dict(zip(X.columns, model.coef_)))\n", - "print(f\"Intercept: {model.intercept_:.2f}\")\n", - "print(f\"R² Score: {r2:.2f}\")\n", - "print(f\"RMSE: {rmse:.2f}\")" + "text/plain": [ + " ISO math_proficiency_2019 math_proficiency_2023 completion_rate_2019 \\\n", + "0 ARM 26.495000 26.520000 99.4 \n", + "1 AZE 24.680000 22.387500 98.3 \n", + "2 BFA 26.982500 26.246667 60.6 \n", + "3 BLR 9.170000 9.723333 99.8 \n", + "4 BLZ 11.103333 12.100000 83.1 \n", + "\n", + " completion_rate_2023 trained_teacher_ratio_2019 \\\n", + "0 99.5 29.07 \n", + "1 98.4 15.79 \n", + "2 68.9 44.47 \n", + "3 99.8 19.53 \n", + "4 85.2 23.35 \n", + "\n", + " trained_teacher_ratio_2023 out_of_school_rate_2019 \\\n", + "0 23.65 10.0 \n", + "1 15.97 8.0 \n", + "2 37.41 33.0 \n", + "3 20.22 3.0 \n", + "4 20.04 4.0 \n", + "\n", + " out_of_school_rate_2023 gov_edu_spending_2019 gov_edu_spending_2023 \\\n", + "0 8.0 2.57 2.43 \n", + "1 9.0 3.18 3.58 \n", + "2 36.0 5.46 5.33 \n", + "3 4.0 4.98 4.95 \n", + "4 12.0 5.96 4.26 \n", + "\n", + " math_change completion_change teacher_change out_of_school_change \\\n", + "0 0.025000 0.1 -5.42 -2.0 \n", + "1 -2.292500 0.1 0.18 1.0 \n", + "2 -0.735833 8.3 -7.06 3.0 \n", + "3 0.553333 0.0 0.69 1.0 \n", + "4 0.996667 2.1 -3.31 8.0 \n", + "\n", + " gov_change digital_connectivity school_closure_days income_group \n", + "0 -0.14 0.81 87.0 Upper middle income \n", + "1 0.40 NaN 342.0 Upper middle income \n", + "2 -0.13 0.01 111.0 Low income \n", + "3 -0.03 NaN NaN Upper middle income \n", + "4 -1.70 NaN 522.0 Upper middle income " ] - }, + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged[\"math_change\"] = (\n", + " merged[\"math_proficiency_2023\"] - merged[\"math_proficiency_2019\"]\n", + ")\n", + "merged[\"completion_change\"] = (\n", + " merged[\"completion_rate_2023\"] - merged[\"completion_rate_2019\"]\n", + ")\n", + "merged[\"teacher_change\"] = (\n", + " merged[\"trained_teacher_ratio_2023\"] - merged[\"trained_teacher_ratio_2019\"]\n", + ")\n", + "merged[\"out_of_school_change\"] = (\n", + " merged[\"out_of_school_rate_2023\"] - merged[\"out_of_school_rate_2019\"]\n", + ")\n", + "merged[\"gov_change\"] = merged[\"gov_edu_spending_2023\"] - merged[\"gov_edu_spending_2019\"]\n", + "merged.head()" + ] + }, + { + "cell_type": "markdown", + "id": "3eea62fd", + "metadata": {}, + "source": [ + "## Correlation Between Changes in Key Education Indicators\n", + "\n", + "This heatmap displays the pairwise **Pearson correlation coefficients** between changes in key education indicators:\n", + "\n", + "- `math_change`: Change in math proficiency (2023 vs 2019)\n", + "- `completion_change`: Change in school completion rate\n", + "- `teacher_change`: Change in trained teacher ratio\n", + "- `out_of_school_change`: Change in out-of-school rate\n", + "- `gov_change`: Change in government spending on education\n", + "- `digital_connectivity`: Level of school-age digital access\n", + "- `school_closure_days`: Total days of full and partial school closure\n", + "\n", + "A positive correlation indicates that both variables tend to increase or decrease together, while a negative correlation suggests an inverse relationship.\n", + "\n", + "This analysis helps identify which factors are most closely associated with learning loss or improvement across countries.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "419320a5", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "bc1a8adb", - "metadata": {}, - "source": [ - "**Interpretation:**\n", - "- The regression model provides an estimate of how changes in each factor affect math proficiency.\n", - "- Coefficients represent the strength and direction of influence.\n", - "- R² indicates how much of the variation in math change is explained by the predictors.\n", - "- While this is a basic model, it offers initial evidence for potential causal links." + "data": { + "image/png": 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", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr_vars = [\n", + " \"math_change\",\n", + " \"completion_change\",\n", + " \"teacher_change\",\n", + " \"out_of_school_change\",\n", + " \"digital_connectivity\",\n", + " \"gov_change\",\n", + " \"school_closure_days\",\n", + "]\n", + "corr_matrix = merged[corr_vars].dropna().corr()\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(corr_matrix, annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n", + "plt.title(\"Correlation Between All Indicator Changes and Math Change\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fb166812", + "metadata": {}, + "source": [ + "### Findings – Correlation Between Indicators and Math Proficiency Change\n", + "This heatmap shows how changes in different indicators are correlated with the change in math proficiency from 2019 to 2023.\n", + "\n", + "Key observations:\n", + "\n", + "- Negative correlation with `out_of_school_change`:\n", + "Countries where more students were out of school in 2023 tend to have larger drops in math proficiency. This supports the idea that lack of access to school heavily affects learning outcomes.\n", + "\n", + "- Positive correlation with `digital_connectivity`:\n", + "Countries with higher school-age digital access showed smaller learning losses. This highlights the importance of remote learning infrastructure during school closures.\n", + "\n", + "- Slight negative correlation with `school_closure_days`:\n", + "More school closure days are mildly associated with a drop in math performance, although the relationship is not very strong, possibly due to differences in how countries handled closures (full vs partial, with or without support).\n", + "\n", + "- Weaker or no strong correlation with government spending and teacher ratio change, possibly due to delays in impact or variation in how resources were used.\n", + "\n", + "These correlations don’t prove causation, but they help us understand which factors might be more strongly associated with pandemic learning loss in math." + ] + }, + { + "cell_type": "markdown", + "id": "70ea45f9", + "metadata": {}, + "source": [ + "## Linear Regression: Predicting Math Change from Indicator Changes\n", + "We use a simple linear regression model to assess how well changes in education indicators can predict changes in math proficiency." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4726d900", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "98b35ef4", - "metadata": {}, - "source": [ - "## Visualize: Actual vs Predicted Math Proficiency Change" - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Coefficients: {'completion_change': 0.3074185216634653, 'teacher_change': 0.35302412961995194, 'out_of_school_change': 0.29078957603790373}\n", + "Intercept: -1.23\n", + "R² Score: -1.96\n", + "RMSE: 1.96\n" + ] }, { - "cell_type": "code", - "execution_count": 7, - "id": "ed3ee92a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8, 5))\n", - "sns.scatterplot(x=y_test, y=y_pred)\n", - "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')\n", - "plt.xlabel(\"Actual Math Change\")\n", - "plt.ylabel(\"Predicted Math Change\")\n", - "plt.title(\"Actual vs Predicted Math Proficiency Change\")\n", - "plt.grid(True)\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\heba9\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import r2_score, mean_squared_error\n", + "\n", + "# Define X and y\n", + "X = merged[[\"completion_change\", \"teacher_change\", \"out_of_school_change\"]]\n", + "y = merged[\"math_change\"]\n", + "\n", + "# Train/test split\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42\n", + ")\n", + "\n", + "# Train model\n", + "model = LinearRegression()\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Predict and evaluate\n", + "y_pred = model.predict(X_test)\n", + "r2 = r2_score(y_test, y_pred)\n", + "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", + "\n", + "print(\"Model Coefficients:\", dict(zip(X.columns, model.coef_)))\n", + "print(f\"Intercept: {model.intercept_:.2f}\")\n", + "print(f\"R² Score: {r2:.2f}\")\n", + "print(f\"RMSE: {rmse:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "bc1a8adb", + "metadata": {}, + "source": [ + "**Interpretation:**\n", + "- The regression model provides an estimate of how changes in each factor affect math proficiency.\n", + "- Coefficients represent the strength and direction of influence.\n", + "- R² indicates how much of the variation in math change is explained by the predictors.\n", + "- While this is a basic model, it offers initial evidence for potential causal links." + ] + }, + { + "cell_type": "markdown", + "id": "98b35ef4", + "metadata": {}, + "source": [ + "## Visualize: Actual vs Predicted Math Proficiency Change" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ed3ee92a", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "503f743a", - "metadata": {}, - "source": [ - "This plot compares the predicted values of math change with the actual observed values. Points closer to the red dashed line indicate better prediction accuracy." + "data": { + "image/png": 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", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "sns.scatterplot(x=y_test, y=y_pred)\n", + "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], \"r--\")\n", + "plt.xlabel(\"Actual Math Change\")\n", + "plt.ylabel(\"Predicted Math Change\")\n", + "plt.title(\"Actual vs Predicted Math Proficiency Change\")\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "503f743a", + "metadata": {}, + "source": [ + "This plot compares the predicted values of math change with the actual observed values. Points closer to the red dashed line indicate better prediction accuracy." + ] + }, + { + "cell_type": "markdown", + "id": "5390eba6", + "metadata": {}, + "source": [ + "## Regression by Income Group\n", + "We now train a separate linear regression model for each income group to assess how predictors perform differently across economic contexts." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9299e180", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "5390eba6", - "metadata": {}, - "source": [ - "## Regression by Income Group\n", - "We now train a separate linear regression model for each income group to assess how predictors perform differently across economic contexts." - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "{'Lower middle income': {'R²': 0.61,\n", + " 'coefficients': {'completion_change': 0.20730933373481783,\n", + " 'out_of_school_change': 0.2817053267426348,\n", + " 'teacher_change': 0.2917393236197124},\n", + " 'intercept': 0.93},\n", + " 'Upper middle income': {'R²': 0.12,\n", + " 'coefficients': {'completion_change': -0.4675435599755028,\n", + " 'out_of_school_change': 0.3539235316023924,\n", + " 'teacher_change': -0.20698858340403886},\n", + " 'intercept': -2.19}}\n" + ] + } + ], + "source": [ + "import pprint\n", + "from sklearn.linear_model import LinearRegression\n", + "\n", + "group_results = {}\n", + "\n", + "for group in merged[\"income_group\"].dropna().unique():\n", + " subset = merged[merged[\"income_group\"] == group]\n", + " X = subset[[\"completion_change\", \"teacher_change\", \"out_of_school_change\"]]\n", + " y = subset[\"math_change\"]\n", + "\n", + " if len(subset) >= 5: # skip very small groups\n", + " model = LinearRegression()\n", + " model.fit(X, y)\n", + " r2 = model.score(X, y)\n", + " group_results[group] = {\n", + " \"R²\": round(r2, 2),\n", + " \"coefficients\": dict(zip(X.columns, model.coef_)),\n", + " \"intercept\": round(model.intercept_, 2),\n", + " }\n", + "\n", + "pprint.pprint(group_results)" + ] + }, + { + "cell_type": "markdown", + "id": "f1783863", + "metadata": {}, + "source": [ + "Each group-level regression helps us understand whether the relationship between learning loss and explanatory variables changes based on the country's income classification. This can uncover important equity or access gaps." + ] + }, + { + "cell_type": "markdown", + "id": "578cc96c", + "metadata": {}, + "source": [ + "## Regression Plots: Math Proficiency Change vs. Key Factors by Income Group\n", + "The following regression plots visualize the relationship between **math proficiency change (2019–2023)** and various explanatory variables, separated by **country income group**. Each plot includes:\n", + "\n", + "A regression line per income group\n", + "A horizontal reference line at zero change\n", + "A vertical reference line at zero (if the x-variable represents a change)\n", + "#### Variables examined:\n", + "- Completion Rate Change\n", + "- Teacher Ratio Change\n", + "- Out-of-School Rate Change\n", + "- Government Spending Change\n", + "- Digital Connectivity\n", + "- School Closure Days\n", + "\n", + " These plots help illustrate which indicators are most consistently associated with learning gains or losses across income groups." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c79bd5e1", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 8, - "id": "9299e180", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'Lower middle income': {'R²': 0.61,\n", - " 'coefficients': {'completion_change': 0.20730933373481783,\n", - " 'out_of_school_change': 0.2817053267426348,\n", - " 'teacher_change': 0.2917393236197124},\n", - " 'intercept': 0.93},\n", - " 'Upper middle income': {'R²': 0.12,\n", - " 'coefficients': {'completion_change': -0.4675435599755028,\n", - " 'out_of_school_change': 0.3539235316023924,\n", - " 'teacher_change': -0.20698858340403886},\n", - " 'intercept': -2.19}}\n" - ] - } - ], - "source": [ - "import pprint\n", - "from sklearn.linear_model import LinearRegression\n", - "group_results = {}\n", - "\n", - "for group in merged['income_group'].dropna().unique():\n", - " subset = merged[merged['income_group'] == group]\n", - " X = subset[['completion_change', 'teacher_change', 'out_of_school_change']]\n", - " y = subset['math_change']\n", - "\n", - " if len(subset) >= 5: # skip very small groups\n", - " model = LinearRegression()\n", - " model.fit(X, y)\n", - " r2 = model.score(X, y)\n", - " group_results[group] = {\n", - " \"R²\": round(r2, 2),\n", - " \"coefficients\": dict(zip(X.columns, model.coef_)),\n", - " \"intercept\": round(model.intercept_, 2)\n", - " }\n", - "\n", - "pprint.pprint(group_results)" + "data": { + "image/png": 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", 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" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "f1783863", - "metadata": {}, - "source": [ - "Each group-level regression helps us understand whether the relationship between learning loss and explanatory variables changes based on the country's income classification. This can uncover important equity or access gaps." + "data": { + "image/png": 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" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "578cc96c", - "metadata": {}, - "source": [ - "## Regression Plots: Math Proficiency Change vs. Key Factors by Income Group\n", - "The following regression plots visualize the relationship between **math proficiency change (2019–2023)** and various explanatory variables, separated by **country income group**. Each plot includes:\n", - "\n", - "A regression line per income group\n", - "A horizontal reference line at zero change\n", - "A vertical reference line at zero (if the x-variable represents a change)\n", - "#### Variables examined:\n", - "- Completion Rate Change\n", - "- Teacher Ratio Change\n", - "- Out-of-School Rate Change\n", - "- Government Spending Change\n", - "- Digital Connectivity\n", - "- School Closure Days\n", - "\n", - " These plots help illustrate which indicators are most consistently associated with learning gains or losses across income groups." + "data": { + "image/png": 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", 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", 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", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "# List of variables and their labels\n", - "regression_vars = [\n", - " ('completion_change', 'Completion Rate Change'),\n", - " ('teacher_change', 'Teacher Ratio Change'),\n", - " ('out_of_school_change', 'Out-of-School Rate Change'),\n", - " ('gov_change', 'Government Spending Change'),\n", - " ('digital_connectivity', 'Digital Connectivity'),\n", - " ('school_closure_days', 'School Closure Days')\n", - "]\n", - "# Loop through each variable to generate regression plots\n", - "for var, label in regression_vars:\n", - " sns.lmplot(\n", - " data=merged,\n", - " x=var,\n", - " y='math_change',\n", - " hue='income_group',\n", - " aspect=1.5,\n", - " height=6,\n", - " markers='o',\n", - " ci=None\n", - " )\n", - " plt.axhline(0, linestyle='--', color='gray')\n", - " if \"change\" in var:\n", - " plt.axvline(0, linestyle='--', color='gray')\n", - " plt.title(f\"Regression: Math Change vs. {label} by Income Group\")\n", - " plt.tight_layout()\n", - " plt.show()\n" + "data": { + "image/png": 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" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "3c115896", - "metadata": {}, - "source": [ - "## Interpretation of Regression Trends\n", - "The regression plots suggest key insights into how different factors relate to changes in math proficiency:\n", - "\n", - "- **Completion Rate Change**: Countries with improved completion rates generally show a positive trend in math proficiency, especially in middle-income groups.\n", - "- **Teacher Ratio Change**: A higher ratio of trained teachers appears positively associated with math outcomes, though this relationship may vary in strength across income groups.\n", - "- **Out-of-School Rate Change**: An increase in the out-of-school rate is often linked to larger learning losses, particularly in low-income and lower-middle-income countries.\n", - "- **Government Spending Change**: Increased education spending is mildly associated with better outcomes, but the relationship is not always linear.\n", - "- **Digital Connectivity**: Countries with higher digital connectivity levels tended to experience less severe declines in math proficiency, indicating the possible mitigating effect of remote learning access.\n", - "- **School Closure Days**: Longer school closures are associated with deeper learning losses, although the severity varies by income group.\n", - " \n", - "These trends reinforce the idea that **systemic and contextual factors** such as school access, infrastructure, and policy responses played a key role in educational resilience during the COVID-19 pandemic." + "data": { + "image/png": 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", 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" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "81434596", - "metadata": {}, - "source": [ - "## Extended Linear Regression Model\n", - "We now include changes in digital connectivity and school closure duration in our regression model to better explain math proficiency changes." + "data": { + "image/png": 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+ "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# List of variables and their labels\n", + "regression_vars = [\n", + " (\"completion_change\", \"Completion Rate Change\"),\n", + " (\"teacher_change\", \"Teacher Ratio Change\"),\n", + " (\"out_of_school_change\", \"Out-of-School Rate Change\"),\n", + " (\"gov_change\", \"Government Spending Change\"),\n", + " (\"digital_connectivity\", \"Digital Connectivity\"),\n", + " (\"school_closure_days\", \"School Closure Days\"),\n", + "]\n", + "# Loop through each variable to generate regression plots\n", + "for var, label in regression_vars:\n", + " sns.lmplot(\n", + " data=merged,\n", + " x=var,\n", + " y=\"math_change\",\n", + " hue=\"income_group\",\n", + " aspect=1.5,\n", + " height=6,\n", + " markers=\"o\",\n", + " ci=None,\n", + " )\n", + " plt.axhline(0, linestyle=\"--\", color=\"gray\")\n", + " if \"change\" in var:\n", + " plt.axvline(0, linestyle=\"--\", color=\"gray\")\n", + " plt.title(f\"Regression: Math Change vs. {label} by Income Group\")\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "3c115896", + "metadata": {}, + "source": [ + "## Interpretation of Regression Trends\n", + "The regression plots suggest key insights into how different factors relate to changes in math proficiency:\n", + "\n", + "- **Completion Rate Change**: Countries with improved completion rates generally show a positive trend in math proficiency, especially in middle-income groups.\n", + "- **Teacher Ratio Change**: A higher ratio of trained teachers appears positively associated with math outcomes, though this relationship may vary in strength across income groups.\n", + "- **Out-of-School Rate Change**: An increase in the out-of-school rate is often linked to larger learning losses, particularly in low-income and lower-middle-income countries.\n", + "- **Government Spending Change**: Increased education spending is mildly associated with better outcomes, but the relationship is not always linear.\n", + "- **Digital Connectivity**: Countries with higher digital connectivity levels tended to experience less severe declines in math proficiency, indicating the possible mitigating effect of remote learning access.\n", + "- **School Closure Days**: Longer school closures are associated with deeper learning losses, although the severity varies by income group.\n", + " \n", + "These trends reinforce the idea that **systemic and contextual factors** such as school access, infrastructure, and policy responses played a key role in educational resilience during the COVID-19 pandemic." + ] + }, + { + "cell_type": "markdown", + "id": "81434596", + "metadata": {}, + "source": [ + "## Extended Linear Regression Model\n", + "We now include changes in digital connectivity and school closure duration in our regression model to better explain math proficiency changes." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "225b4ef0", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 10, - "id": "225b4ef0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model Coefficients:\n", - "completion_change: -0.706\n", - "teacher_change: 0.317\n", - "out_of_school_change: 0.356\n", - "digital_connectivity: -6.248\n", - "school_closure_days: -0.009\n", - "Intercept: 7.39\n", - "R² Score: -49.34\n", - "RMSE: 3.68\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\heba9\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import r2_score, mean_squared_error\n", - "\n", - "# Define full feature set\n", - "X = merged[['completion_change', 'teacher_change', 'out_of_school_change',\n", - " 'digital_connectivity', 'school_closure_days']].dropna()\n", - "y = merged.loc[X.index, 'math_change']\n", - "\n", - "# Train/test split\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "\n", - "# Train model\n", - "model = LinearRegression()\n", - "model.fit(X_train, y_train)\n", - "\n", - "# Predict and evaluate\n", - "y_pred = model.predict(X_test)\n", - "r2 = r2_score(y_test, y_pred)\n", - "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", - "\n", - "# Output\n", - "print(\"Model Coefficients:\")\n", - "for feature, coef in zip(X.columns, model.coef_):\n", - " print(f\"{feature}: {coef:.3f}\")\n", - "print(f\"Intercept: {model.intercept_:.2f}\")\n", - "print(f\"R² Score: {r2:.2f}\")\n", - "print(f\"RMSE: {rmse:.2f}\")" - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Coefficients:\n", + "completion_change: -0.706\n", + "teacher_change: 0.317\n", + "out_of_school_change: 0.356\n", + "digital_connectivity: -6.248\n", + "school_closure_days: -0.009\n", + "Intercept: 7.39\n", + "R² Score: -49.34\n", + "RMSE: 3.68\n" + ] }, { - "cell_type": "markdown", - "id": "949b9325", - "metadata": {}, - "source": [ - "**Interpretation:**\n", - "- This extended model helps quantify the impact of additional variables such as school closures and digital connectivity.\n", - "- A higher R² suggests a stronger explanatory power when including these new predictors." - ] - }, + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\heba9\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import r2_score, mean_squared_error\n", + "\n", + "# Define full feature set\n", + "X = merged[\n", + " [\n", + " \"completion_change\",\n", + " \"teacher_change\",\n", + " \"out_of_school_change\",\n", + " \"digital_connectivity\",\n", + " \"school_closure_days\",\n", + " ]\n", + "].dropna()\n", + "y = merged.loc[X.index, \"math_change\"]\n", + "\n", + "# Train/test split\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42\n", + ")\n", + "\n", + "# Train model\n", + "model = LinearRegression()\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Predict and evaluate\n", + "y_pred = model.predict(X_test)\n", + "r2 = r2_score(y_test, y_pred)\n", + "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", + "\n", + "# Output\n", + "print(\"Model Coefficients:\")\n", + "for feature, coef in zip(X.columns, model.coef_):\n", + " print(f\"{feature}: {coef:.3f}\")\n", + "print(f\"Intercept: {model.intercept_:.2f}\")\n", + "print(f\"R² Score: {r2:.2f}\")\n", + "print(f\"RMSE: {rmse:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "949b9325", + "metadata": {}, + "source": [ + "**Interpretation:**\n", + "- This extended model helps quantify the impact of additional variables such as school closures and digital connectivity.\n", + "- A higher R² suggests a stronger explanatory power when including these new predictors." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6142dbe7", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 11, - "id": "6142dbe7", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model Coefficients:\n", - "completion_change: -0.613\n", - "teacher_change: 0.277\n", - "out_of_school_change: 0.271\n", - "digital_connectivity: -5.427\n", - "gov_change: -0.776\n", - "school_closure_days: -0.009\n", - "Intercept: 6.82\n", - "R² Score: -34.25\n", - "RMSE: 3.08\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\heba9\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "# Final regression including gov_change\n", - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import r2_score, mean_squared_error\n", - "\n", - "X = merged[['completion_change', 'teacher_change', 'out_of_school_change',\n", - " 'digital_connectivity', 'gov_change', 'school_closure_days']].dropna()\n", - "y = merged.loc[X.index, 'math_change']\n", - "\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "\n", - "model = LinearRegression()\n", - "model.fit(X_train, y_train)\n", - "\n", - "y_pred = model.predict(X_test)\n", - "r2 = r2_score(y_test, y_pred)\n", - "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", - "\n", - "print(\"Model Coefficients:\")\n", - "for feature, coef in zip(X.columns, model.coef_):\n", - " print(f\"{feature}: {coef:.3f}\")\n", - "print(f\"Intercept: {model.intercept_:.2f}\")\n", - "print(f\"R² Score: {r2:.2f}\")\n", - "print(f\"RMSE: {rmse:.2f}\")" - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Coefficients:\n", + "completion_change: -0.613\n", + "teacher_change: 0.277\n", + "out_of_school_change: 0.271\n", + "digital_connectivity: -5.427\n", + "gov_change: -0.776\n", + "school_closure_days: -0.009\n", + "Intercept: 6.82\n", + "R² Score: -34.25\n", + "RMSE: 3.08\n" + ] }, { - "cell_type": "markdown", - "id": "3be5df17", - "metadata": {}, - "source": [ - "\n", - "## Interpretation of Results\n", - "\n", - "The analysis shows how math proficiency changed between 2019 and 2023, and how that change relates to other key indicators.\n", - "\n", - "- **Math Proficiency Drop:** Most countries experienced a decline in math proficiency after the pandemic. This matches global reports about learning loss due to school closures and disruptions.\n", - "- **Completion Rate & Learning Loss:** In some countries, completion rates increased, but this did not always mean students learned more — suggesting that simply finishing school doesn't guarantee proficiency.\n", - "- **Trained Teachers:** Countries with better-trained teacher ratios tended to have smaller drops in math proficiency.\n", - "- **Out-of-School Rate:** Countries where more children were out of school in 2023 tended to show larger drops in math proficiency.\n", - "- **Digital Connectivity:** Countries with better digital connectivity generally had smaller learning losses — which makes sense, as students had more access to online learning.\n", - "- **School Closures:** Longer durations of full or partial school closures are linked with deeper learning losses.\n", - "\n", - "These results align with our expectations and global research on pandemic-era education challenges.\n", - "\n" - ] - }, + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\heba9\\anaconda3\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "# Final regression including gov_change\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import r2_score, mean_squared_error\n", + "\n", + "X = merged[\n", + " [\n", + " \"completion_change\",\n", + " \"teacher_change\",\n", + " \"out_of_school_change\",\n", + " \"digital_connectivity\",\n", + " \"gov_change\",\n", + " \"school_closure_days\",\n", + " ]\n", + "].dropna()\n", + "y = merged.loc[X.index, \"math_change\"]\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42\n", + ")\n", + "\n", + "model = LinearRegression()\n", + "model.fit(X_train, y_train)\n", + "\n", + "y_pred = model.predict(X_test)\n", + "r2 = r2_score(y_test, y_pred)\n", + "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", + "\n", + "print(\"Model Coefficients:\")\n", + "for feature, coef in zip(X.columns, model.coef_):\n", + " print(f\"{feature}: {coef:.3f}\")\n", + "print(f\"Intercept: {model.intercept_:.2f}\")\n", + "print(f\"R² Score: {r2:.2f}\")\n", + "print(f\"RMSE: {rmse:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "3be5df17", + "metadata": {}, + "source": [ + "\n", + "## Interpretation of Results\n", + "\n", + "The analysis shows how math proficiency changed between 2019 and 2023, and how that change relates to other key indicators.\n", + "\n", + "- **Math Proficiency Drop:** Most countries experienced a decline in math proficiency after the pandemic. This matches global reports about learning loss due to school closures and disruptions.\n", + "- **Completion Rate & Learning Loss:** In some countries, completion rates increased, but this did not always mean students learned more — suggesting that simply finishing school doesn't guarantee proficiency.\n", + "- **Trained Teachers:** Countries with better-trained teacher ratios tended to have smaller drops in math proficiency.\n", + "- **Out-of-School Rate:** Countries where more children were out of school in 2023 tended to show larger drops in math proficiency.\n", + "- **Digital Connectivity:** Countries with better digital connectivity generally had smaller learning losses — which makes sense, as students had more access to online learning.\n", + "- **School Closures:** Longer durations of full or partial school closures are linked with deeper learning losses.\n", + "\n", + "These results align with our expectations and global research on pandemic-era education challenges.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "7fb27b941602401d91542211134fc71a", + "metadata": {}, + "source": [ + "## 📈 Simple Linear Regression: Completion Rate\n", + "We examine how change in completion rate predicts change in math proficiency using statsmodels." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "acae54e37e7d407bbb7b55eff062a284", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 📈 Simple Linear Regression: Completion Rate\n", - "We examine how change in completion rate predicts change in math proficiency using statsmodels." - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: math_change R-squared: 0.278\n", + "Model: OLS Adj. R-squared: 0.141\n", + "Method: Least Squares F-statistic: 2.022\n", + "Date: Mon, 21 Jul 2025 Prob (F-statistic): 0.128\n", + "Time: 22:08:20 Log-Likelihood: -67.852\n", + "No. Observations: 26 AIC: 145.7\n", + "Df Residuals: 21 BIC: 152.0\n", + "Df Model: 4 \n", + "Covariance Type: nonrobust \n", + "========================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "----------------------------------------------------------------------------------------\n", + "Intercept -0.6992 0.896 -0.780 0.444 -2.563 1.165\n", + "completion_change 0.2842 0.213 1.334 0.197 -0.159 0.727\n", + "out_of_school_change 0.2685 0.157 1.708 0.102 -0.059 0.596\n", + "teacher_change 0.2819 0.148 1.900 0.071 -0.027 0.590\n", + "gov_change -0.6925 1.050 -0.660 0.517 -2.876 1.491\n", + "==============================================================================\n", + "Omnibus: 40.723 Durbin-Watson: 1.763\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 166.946\n", + "Skew: -2.808 Prob(JB): 5.60e-37\n", + "Kurtosis: 14.071 Cond. No. 8.58\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "import statsmodels.formula.api as smf\n", + "\n", + "model = smf.ols(\n", + " \"math_change ~ completion_change + out_of_school_change + teacher_change + gov_change\",\n", + " data=merged,\n", + ").fit()\n", + "print(model.summary())" + ] + }, + { + "cell_type": "markdown", + "id": "9a63283cbaf04dbcab1f6479b197f3a8", + "metadata": {}, + "source": [ + "## 📈 Multiple Linear Regression\n", + "We model math proficiency change using several independent variables." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "8dd0d8092fe74a7c96281538738b07e2", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " OLS Regression Results \n", - "==============================================================================\n", - "Dep. Variable: math_change R-squared: 0.278\n", - "Model: OLS Adj. R-squared: 0.141\n", - "Method: Least Squares F-statistic: 2.022\n", - "Date: Mon, 21 Jul 2025 Prob (F-statistic): 0.128\n", - "Time: 22:08:20 Log-Likelihood: -67.852\n", - "No. Observations: 26 AIC: 145.7\n", - "Df Residuals: 21 BIC: 152.0\n", - "Df Model: 4 \n", - "Covariance Type: nonrobust \n", - "========================================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "----------------------------------------------------------------------------------------\n", - "Intercept -0.6992 0.896 -0.780 0.444 -2.563 1.165\n", - "completion_change 0.2842 0.213 1.334 0.197 -0.159 0.727\n", - "out_of_school_change 0.2685 0.157 1.708 0.102 -0.059 0.596\n", - "teacher_change 0.2819 0.148 1.900 0.071 -0.027 0.590\n", - "gov_change -0.6925 1.050 -0.660 0.517 -2.876 1.491\n", - "==============================================================================\n", - "Omnibus: 40.723 Durbin-Watson: 1.763\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 166.946\n", - "Skew: -2.808 Prob(JB): 5.60e-37\n", - "Kurtosis: 14.071 Cond. No. 8.58\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" - ] - } - ], - "source": [ - "import statsmodels.formula.api as smf\n", - "\n", - "model = smf.ols(\n", - " \"math_change ~ completion_change + out_of_school_change + teacher_change + gov_change\",\n", - " data=merged,\n", - ").fit()\n", - "print(model.summary())\n" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: math_change R-squared: 0.278\n", + "Model: OLS Adj. R-squared: 0.141\n", + "Method: Least Squares F-statistic: 2.022\n", + "Date: Mon, 21 Jul 2025 Prob (F-statistic): 0.128\n", + "Time: 22:09:53 Log-Likelihood: -67.852\n", + "No. Observations: 26 AIC: 145.7\n", + "Df Residuals: 21 BIC: 152.0\n", + "Df Model: 4 \n", + "Covariance Type: nonrobust \n", + "========================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "----------------------------------------------------------------------------------------\n", + "Intercept -0.6992 0.896 -0.780 0.444 -2.563 1.165\n", + "completion_change 0.2842 0.213 1.334 0.197 -0.159 0.727\n", + "out_of_school_change 0.2685 0.157 1.708 0.102 -0.059 0.596\n", + "teacher_change 0.2819 0.148 1.900 0.071 -0.027 0.590\n", + "gov_change -0.6925 1.050 -0.660 0.517 -2.876 1.491\n", + "==============================================================================\n", + "Omnibus: 40.723 Durbin-Watson: 1.763\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 166.946\n", + "Skew: -2.808 Prob(JB): 5.60e-37\n", + "Kurtosis: 14.071 Cond. No. 8.58\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "model_multiple = smf.ols(\n", + " \"math_change ~ completion_change + out_of_school_change + teacher_change + gov_change\",\n", + " data=merged,\n", + ").fit()\n", + "\n", + "print(model_multiple.summary())" + ] + }, + { + "cell_type": "markdown", + "id": "72eea5119410473aa328ad9291626812", + "metadata": {}, + "source": [ + "## Regression Plot\n", + "We visualize the linear relationship using Seaborn." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "1478afe5", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 📈 Multiple Linear Regression\n", - "We model math proficiency change using several independent variables." + "data": { + "image/png": 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", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " OLS Regression Results \n", - "==============================================================================\n", - "Dep. Variable: math_change R-squared: 0.278\n", - "Model: OLS Adj. R-squared: 0.141\n", - "Method: Least Squares F-statistic: 2.022\n", - "Date: Mon, 21 Jul 2025 Prob (F-statistic): 0.128\n", - "Time: 22:09:53 Log-Likelihood: -67.852\n", - "No. Observations: 26 AIC: 145.7\n", - "Df Residuals: 21 BIC: 152.0\n", - "Df Model: 4 \n", - "Covariance Type: nonrobust \n", - "========================================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "----------------------------------------------------------------------------------------\n", - "Intercept -0.6992 0.896 -0.780 0.444 -2.563 1.165\n", - "completion_change 0.2842 0.213 1.334 0.197 -0.159 0.727\n", - "out_of_school_change 0.2685 0.157 1.708 0.102 -0.059 0.596\n", - "teacher_change 0.2819 0.148 1.900 0.071 -0.027 0.590\n", - "gov_change -0.6925 1.050 -0.660 0.517 -2.876 1.491\n", - "==============================================================================\n", - "Omnibus: 40.723 Durbin-Watson: 1.763\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 166.946\n", - "Skew: -2.808 Prob(JB): 5.60e-37\n", - "Kurtosis: 14.071 Cond. No. 8.58\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" - ] - } - ], - "source": [ - "model_multiple = smf.ols(\n", - " \"math_change ~ completion_change + out_of_school_change + teacher_change + gov_change\",\n", - " data=merged,\n", - ").fit()\n", - "\n", - "print(model_multiple.summary())" + "data": { + "image/png": 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", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Regression Plot\n", - "We visualize the linear relationship using Seaborn." + "data": { + "image/png": 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", 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nT592ux8HDhwwmjZtarz//vvOZbNnzzbatWtnpKenG8ePHzfi4uJcwl9SUpLxzDPPGDt37iz0eXJ44403vApXy5YtM+Li4oxffvnFZfmDDz5otG7d2jhz5oxhGOfe3Pbo0cPIzs52rtO/f3+jXbt2RlJSknPZ6NGjjSuvvNJ5v3fv3kanTp1c1vnqq6+MuLg449tvvzUMo2jHsOP3mVPOv6UXXnjBaNmypfHvv/+6rHPzzTcb3bt3d74hj4uLM4YOHeqyzuTJk422bdsW8Kyd+zl3X61atTJGjhxp/Pnnn851//zzT2Po0KEuf2+O5+qSSy5x3s8dKJYvX27ExcUZW7dudS6z2+3GsGHDjMGDB+db2+OPP27ExcUZGRkZBe6DgyPgTJ061eVxevXqZYwZM8YwDM9fg2+66SajTZs2Lh8kffDBB0ZcXJyxbds2wzAM48YbbzQGDhxo2O125zqOD4Ycv7+i7rsjYOf++xw0aJBx/fXXG4ZhFOm1y7FvuQP2+b6OFuffn6d/S7n98ccfRlxcnLF06VKX5Xa73eUDpezsbOf/t/P5P+hNwC7stQSo6BgiDlRwISEh6tOnj8sw8U8++UQDBgzIM/FObGysFi9erI4dO+rw4cNav369li5dqs2bNys7O7vQx+rYsaPL/bp16yopKanQn3vooYfUsmVLtWzZUq1bt1bfvn21cuVK3XnnnXmGGMbFxTlvp6Wladu2bRowYIAsFotzeVRUlHr37u3xbL1bt25VdnZ2nuHUkydP1oIFC/Ksv2XLFqWnp6tPnz6yWq3OL8cQ8h9//NG5bpUqVVzO33YMGU5PT5d0bkb2tm3bKiYmxrlO9erV9e2336pPnz6KjIzUJZdcolWrVjnbP/zwQ1166aUKCwtzuz9m87mX/pwzGHuiQ4cOLvdz//6mT5+ukSNH6vTp09qyZYvef/99Z125j4+cw6Yd++w4XWDDhg1q166dYmNjnevUrl1b7dq1c97fsGGDDMNw+xxnZmbq119/dbsPderUUYcOHfTJJ584l33yySfq37+/QkJCVK1aNTVu3FgPP/ywJk+erE8//VSGYWjKlCkux1ZhvH2ON23apNq1a+d5jq+88kplZma6DO2Nj493OXUjJiZGjRo1chkSXalSJSUnJ7tsq3fv3i7r9OnTR4GBgfrll1/y1OPNMVzYfrVr105169bNs18nTpzQ3r17nctyD6WvUaOG8++gINddd53ee+89rVixQo8//riio6PVvXt3zZo1S82bN3eu17x5c7311luqU6eODhw4oO+//14LFizQ3r17C3z9Wr9+vWJiYtSyZUvn82Cz2dS7d29t375dZ8+edftzjmPAZrMVug855XydNJlMql27tvPvzJvX4MaNGysiIsJ53/H3lJ6erqysLG3ZskX9+/d3eZ3v37+/y7FV1H13uOyyy1zu9+3bV1u3blVqamqRXrvyc76vo8X591fUv6X8XjvWr1/v/H/o+Bo5cqTLOsXxfzAnb15LgIqISc4A6LLLLnOewxceHq7169dr3LhxbtddtWqVXnzxRR05ckSVKlVSs2bNFBIS4tHjhIaGutw3m80eXWLk7rvvds4ibjabFRkZqdq1a7u8WXDIOVtwcnKyDMNwO4NwtWrV8gSQ/CQmJko69ybOm/Ud5/Tmdvz4ceft3M+J482u481VYmKi6tSpU+DjXXvttVq1apV++eUXBQUFaffu3Xr88cfzXb927dqSpEOHDuW7zunTpxUeHq7g4GDnstxvenP//rZt26bHH39c27ZtU0hIiBo3bux8rNy/55z77QgijnVOnz6tli1b5qkpJiZGJ06ckPTfc3z55Ze7rf/YsWP57tugQYP02GOP6cyZMzp69Kj27NmjRx55RNK553/BggWaO3euvvrqK33wwQcKDAxU37599dhjj6lSpUr5bjcnx34fPnw4z7nsDidOnFDlypUVEBCgs2fP5nucSnL5ICNnaHLIfRy5U716dZf7ZrNZlSpVcvshlzfHcEHOnj3r9vh1t19FfX2oXr26WrduLelc+GnYsKFGjhypcePGad68eS4BcuHChXrttdd05swZVatWTS1btlRoaGiBrwWJiYk6ceKE22NSOvd7dDfbfs5joHHjxm5/9tixY4qJiXH+DUiFPw+evga724507rUlMTFRNptNVatWdVknICBAlStXPu99d8gZaCWpatWqMgxDKSkpCg8P9/q1Kz/n+zpanH9/Rf1bqlWrliTludRZfHy8y7nhuSc/y1m35Lv/gzl581oCVEQEbADq2bOnIiMj9cUXXygyMlJ16tRRq1at8qz3yy+/aNKkSbrppptcJmh64YUX8u0x9IXatWs730B7IzIyUiaTye1ESSdOnPA4LEVFRUk6F/waNWrkXH7kyBHt378/T6+HY/1p06a5ndzIm0sGRUZG6vTp03mWr1+/XnXq1FHdunWdMyZ//vnnCgwMVP369fOMFsipefPmqlatmr777rt8Z1d+7LHHtGHDBn333XcefYCSkpKiUaNGqWnTplq9erUuuOACmc1mrVu3Tl988YXH+yud633KOXmaQ85ljud40aJFeSaJkv57c+rOpZdeqieffFJfffWV9u/fr5o1ayohIcHZHhsbq8cee0yPPvqoduzYoc8//1zz5s1TdHS0x2/+u3TposDAQK1bt069evVyu87o0aOVnp6uzz77TNHR0dq/f3+edRwfKOQMPUXleKPvYLPZdObMGbcfHPnqGI6Ojs7370/yzX7l1rlzZw0bNkxLlizRu+++q+uvv16S9PHHH+u5557ThAkTdO211zr3+95779W2bdvy3V5kZKQaNGigadOmuW3PL7hdeOGFkqR169a5Ddg2m02DBw9Ws2bNNH/+fI/2zVevwVWrVlVgYGCevzO73e4yWVVR993h7NmzLq8fJ0+elMVicYZyb1+7iqqw19Hi/Psr6t9SlSpV1L59e3399de6//77nR8oR0REuPw/dPf6l5On/wdzfyjhkJqamucxvHktASoihogDUFBQkC6++GJ9+eWX+uyzz/LtFdyyZYvsdrvGjh3rfGNns9n0008/SfrvH3PO3hh/CgsLU6tWrfTpp5+6DNNMTk7W2rVr8wTj/MTHxyswMDDPzMeLFi3Svffem2cofZs2bRQYGKhjx46pdevWzq/AwEBNnz49T49EQTp27KitW7e6vBE+ffq0br/9dmc9JpNJgwcP1tdff62vv/5aV199dYHbNJvNGjlypNauXZtnnyTp559/1jfffOMcNu2JvXv3KjExUSNGjFCTJk2cx8B3330nybvh6J06ddKWLVucb26lc28Et27d6rKOJJ05c8blOU5MTNRLL72U5w1gTpGRkerdu7fWrFmjzz//XAMHDnTWu2XLFnXr1k2///67TCaTmjdvrvHjxysuLk5Hjx71eB+ioqJ07bXX6t1339Xvv/+ep3316tX6448/dNVVVzn359ChQ3lC0qpVqxQYGKj4+HiPHzs/33//vbKyspz316xZI6vVqq5du+ZZ19NjuLC/dcfv8sCBA3n2KyYmRvXr1z/v/XJn3Lhxqlatml588UVnYPz1118VGRmpO+64wxkEUlNT9euvv7ocn7n3KSEhQUeOHFHVqlVdnov169frjTfecDuSRpKaNGminj176vXXX8+z/9K5S+WdPHlSgwYN8ni/PH0NLozFYnGGt5y++eYbl5mti7rvDt9//73ztt1u1+eff642bdo4X1e8fe0qqsJeR4vz7+98/h+MHTtWBw8e1HPPPef2d3v27NlCR5N4+n/Q0TN/5MgRl+3v2bMnzza9eS0BKiJ6sAFIkgYMGKDRo0fLbDbne+1jx5uMJ554Qtdcc42SkpK0dOlS7dixQ9K5c70iIiIUFRWlkydPat26dS7nQPrDhAkTdNttt2nUqFG66aablJ2drddff11ZWVm6++67PdpGlSpVNGLECC1atEhBQUHq0qWLtm3bpqVLl+q+++7LcymzypUra9SoUXr55ZeVkpKizp0769ixY3r55ZdlMpnUrFkzj+sfOXKkPvzwQ91222268847FRwcrNdee03Vq1d3eWM+ePBgzZo1S4ZhePSGfeTIkfr55581duxYDRkyRBdddJHMZrN++eUXLVmyRE2aNMn30jDuNGzYUBEREXr11VcVEBCggIAAffHFF86hjJ6cS+swYsQILVu2TLfddpvzklpz5sxRVlaW88OMuLg4XXnllXr44Yd16NAhtWrVSvv27dOMGTNUp04dtz1FOQ0aNEhjxoyRzWbTlVde6VzeokULhYSE6IEHHtA999yjatWq6aefftJff/2lESNGSJKysrL0559/qkaNGi6X2crtvvvu07Zt23TzzTdr2LBh6ty5s6xWq77//nu9++676tmzp0aNGiXp3O/vrbfe0t13362xY8eqbt26+uabb7Ry5Urdfffdzl6w83H06FH973//04gRI3TkyBG9+OKLuvDCC91e+93TY9hR1+rVq9WmTZs851rfcsstWrVqlW655Rbdfffdqly5sj788ENt2LBBzzzzTLF9GBcREaHx48froYce0owZM/TEE08oPj5eb7/9tp577jn17t1bx48f1/z583Xy5EmXYc5RUVHasmWL1q9frxYtWmjw4MFaunSpbrnlFt15552qWbOmfvrpJ82bN0833XSTAgMD863j8ccf180336whQ4ZoxIgRatu2rVJTU/XFF19o9erVGjJkiAYOHOjxfnn6GuyJsWPHavjw4Ro7dqyuvfZaHT58WC+//LKk/3ozz2ffJemll16SzWZTzZo19fbbb2vfvn1auHChyzrevnYVRWGvo8HBwcX293c+/w+6du2qhx9+WM8884y2bt2qa665Rg0bNlR6ero2btyolStXKjMz0/nalB9P/g82bdpUNWvW1OzZsxUZGSmz2azXX3/d7fB3b15LgIqIgA1AktStWzdFRUWpZs2auuCCC9yu07lzZz3yyCNauHChPv/8c1WrVk2dO3fW7NmzNWbMGP3666/q1auXBg8erHXr1mnMmDEaO3asBgwYUMJ785+uXbtq4cKFmjlzpu677z4FBQWpY8eOev755/M9N9adiRMnqlq1anr77be1YMEC1alTRw8++KBuvPFGt+uPGzdOMTExeuutt/TGG28oOjpaXbt21X333ef2+rz5qVmzpt566y1NnTpVU6ZMUVBQkBISEjR16lSXIe6xsbFq1qyZKleurJo1axa63cDAQL3yyitavny5PvroI3322WfKyspSnTp1NHr0aA0fPrzQoYc5RUZG6pVXXtELL7yge++9V+Hh4WrevLmWLl2q22+/Xb/88kue64TnJyoqSosXL9bTTz+tBx54QOHh4brxxhsVFhbmch74s88+q9dee03vvPOOjh49qqpVq2rAgAEaN25coT1rPXr0UHR0tGrUqOFyHAQHB2vBggWaPn26nn76aSUlJalBgwZ64oknNHjwYEnnzpm8/vrrdffdd+uee+4pcD+WLFmipUuX6tNPP9U777wjwzBUv359TZkyRUOGDHF+OBMaGqolS5Zo+vTpmjlzplJSUtSoUSM9/fTTuvbaaz163gpz+eWXKyoqSuPGjVNYWJiuvvpqjR8/Pt/1PTmGL7nkEn300UeaPHmyrr32Wj322GMu24iJidHbb7/tfD6zs7PVrFkzvfLKK7r44ot9sl/5ueaaa7R8+XKtWLFC119/va6++modPHhQK1eu1FtvvaXY2Fj16tVLN954ox5++GHt3r1bjRs31rBhw7R9+3bdfvvtevbZZzVw4EAtW7ZM06dP19SpU5WcnKzatWtrwoQJuvXWWwusoVatWlq+fLkWLVqkTz75RPPmzVNgYKAaNWqkqVOn5jtaKD+evgZ7omPHjpo1a5Zefvll3XXXXapdu7YefvhhjR8/3vm3HxYWVuR9l6Snn35aL7zwgvbv36+4uDjNmzfP5XQMyfvXrqLw5HW0OP/+zuf/wY033qhOnTrp7bff1sKFC3X06FFZLBY1bNhQN910k66//nqXCSHd8eT/oMVi0cyZM/XMM8/ovvvuU7Vq1XTzzTdr79692rdvn8v2vH0tASoak+HJDCIAgFLt2LFj6tOnj1588UX179/f3+Wcl99++02JiYkuQcFqteqiiy7S5ZdfrilTpvixurKpT58+SkhI0HPPPefvUlBKrFmzRjVq1HCZwOzvv//WFVdcUSIfgDiUp9euioDXEqBw9GADQBn2119/ac2aNfriiy9Up04d9e3b198lnbfDhw9r/PjxGjNmjBISEpSenq533nlHycnJuu666/xdHlAu/PDDD/r00091//33q2HDhjp69Kjmzp2rRo0aOSdoK07l8bULACQCNgCUaZmZmVq4cKFiY2P10ksvFTo0uiy47LLLlJiYqLfeekvz589XYGCg2rRpo6VLl+Z7+gIA70yaNEkhISGaO3eujh8/rkqVKqlHjx6aMGGCy+X5ikt5fO0CAIkh4gAAAAAA+ETpuJYOAAAAAABlHAEbAAAAAAAfIGADAAAAAOADTHLmxpYtW2QYhgIDA/1dCgAAAADAj7Kzs2UymdSuXbtC16UH2w3DMFTa534zDENZWVmlvk4UL44DOHAsQOI4wH84FiBxHOA/HAvnx5t8SA+2G46e69atW/u5kvylpaXpr7/+UuPGjRUWFubvcuAnHAdw4FiAxHGA/3AsQOI4wH84Fs7Ptm3bPF6XHmwAAAAAAHyAgA0AAAAAgA8QsAEAAAAA8AECNgAAAAAAPkDABgAAAADABwjYAAAAAAD4AAEbAAAAAAAfIGADAAAAAOADBGwAAAAAAHyAgA0AAAAAgA8QsAEAAAAA8AECNgAAAAAAPkDABgAAAADABwjYAAAAAAD4AAEbAAAAAAAfIGADAAAAAOADAf4uAAAKYzfsSs5MlWQoMjhCZhOfDQIAAKD0IWADKNVOpp3R+n9/0Tf7fpJhGOrVoIt61E9QtfAq/i4NAAAAcEHABlBqnUo7o6fXztSh5KPOZW9v+0jf7PtJj140jpANAACAUoVxlgBKrc1HtruEa4djKSe08eAWGYbhh6oAAAAA9wjYAEql1Kw0rd23Pt/2tf9sUHJWaglWBAAAABSMgA2gVDKZTLKYLPm2W0xmmWQqwYoAAACAghGwAZRKYYGh6t+4V77t/Rv3UmRweAlWBAAAABSMgA2g1GpRvbGaV2ucZ3njKg3UpmYLP1QEAAAA5I9ZxAGUWpVDK2lct9v096l/9OXu72TIUN9GF6pptQtUJbSSv8sDAAAAXBCwAZRqlUMrKaFOW8XHNpdkKCQwxN8lAQAAAG4RsAGUCSGBwf4uodQ6k35Wqdlpqlo3RlbZ/F0OAABAhUXABoAyKj07QztO7NaCLe/qWMoJmU1mdardRsPbDlb18Gr+Lg8AAKDCYZIzACij9p7er2e/n6NjKSckSXbDro0Ht+jJb1/WqbQzfq4OAACg4iFgA0AZdDYjWYu2vue27VjqSe1PPFjCFQEAAICADQBlUJYtW/8UEKK3HdtRgtUAAABAImADQJlkMZkVHhSWb3tMWNUSrAYAAAASARsAyqTokEhd3qSP2zazyax2tVqVcEUAAAAgYANAGWQxW3TxBReqbY0WeZZP6H6HqoZW8k9hAAAAFRiX6QKAMqpyaLTu7jxSp9ITtfPEHoVagtU05gJVCa+sIEugv8sDAACocAjYAFCGRYVEKiokUjVCqmn37t2KCoggXAMAAPgJQ8QBoBwwDENZWVn+LgMAAKBCI2CXQXa7XZlGlqKrVpLJZPJ3OQAAAAAAMUS8zDmeeko/7v9Zmw5tVVhgqC4P6qMLTA0UHRLp79IAAAAAoEIjYJchx1JO6P++nqqzmcnOZduO7VDPBp01ou01igomZAMAAACAvzBEvIzItGZpxfZPXMK1w3f/bNSJ1FN+qAoAAAAA4EDALiNSslL104Ff823/8d9fSrAaAAAAAEBuBOwyxJCRf5uRfxsAAAAAoPgRsMuI8MAwdanTPt/2bvU6lmA1AAAAAIDcCNhlREhgsK5vdYUig8LztHWt20HVw6v5oSoAAAAAgAOziJchsRExerbfZH27b71+PvTbuct0xfVR05gLuEwXAAAAAPgZAbsMMZlMqh5RTde2HKC+DS/UmdNnVLtaTYWGhPq7NAAAAACo8BgiXgZZzBaFmoN19sQZJjcDAAAAgFKCgA0AAAAAgA8QsAEAAAAA8AHOwQYAAAAAFCu73e7yZbPZZBiGbDabQkJCFBwc7O8SfYKADQAAAAA4L4ZhuA3ROe/nXLe8ImADAAAAAArl6HF21wttt9udwbk8B+jCELABAAAAAJKUp+c5d4h2qMghuiAEbAAAAAAo58zm/+a3ttlseYZv5wzTEgG6qAjYAAAAAFDOOHqdbTabMjIyZLfblZKSoszMTEJ0MSo3AfvQoUPq06dPnuVPPfWUhgwZ4oeKAAAAAKD4OXqfbTabrFar7Ha7rFarpHMhOj09XSkpKcrKypLFYvFzteVbuQnYO3fuVHBwsL7++muZTCbn8sjISD9WBQAAAAC+4wjPjkDt+JLokS4Nyk3A3rVrlxo2bKjq1av7uxQAAAAAOG+5Q7Sjd1oiTJdW5SZg79y5U40bN/Z3GQAAAADglZznS+cM05wrXfaUm4C9a9cuxcTE6MYbb9Q///yj+vXr66677lKPHj2KtD3DMJSWlubjKn0nPT3d5TsqJo4DOHAsQOI4wH84FiBxHJRmucO0Y/Zux5evZWRkuHwvTUwmkwICApzD3EsjwzBcTkMuiMkoBx+HZGVlqV27dmrevLkeeOABhYWFadWqVVq8eLEWLlyorl27erW9bdu2KSsrq5iqBQAAAFBemUwmmc1mmUwmmUwmGYbhchms3JfHqujMZrMiIyNLdcCWpKCgILVu3brQ9cpFD3ZQUJB+/vlnBQQEKCgoSJLUqlUr7dmzR/Pnz/c6YEtSYGBgqR5ynp6ern/++UcNGjRQaGiov8uBn3AcwIFjARLHAf7DsQCJ46Ck5Q7RuXum/SkjI0OHDh1S7dq1FRIS4tdacjOZTIqIiFBgYKC/S8nX7t27PV63XARsSQoLC8uzLC4uTj/88EORtmcymdxus7QJDQ0tE3WieHEcwIFjARLHAf7DsQCJ46A45DxPOj0zXWczkpWamapAc6DCAkMVHhSmgIAABQSUrrgVEhJSKj9sCQkJUXBwsL/LyJenw8OlchKwd+zYoaFDh2revHnq2LGjc/n27dtLdS80AAAAgNIr5+RjOa8v7eiVPpuRrM92fauNB7fIrnPDvRtXaaBh8YNUJayyn6uHP5j9XYAvxMXFqUmTJnr88cf1yy+/aM+ePXr22We1detW3Xnnnf4uDwAAAEApZxiGsrOzlZGRodTUVCUlJenMmTNKSkpSSkqKMjIylJWVJbvdLsMwlGXN0ld7vtf6g786w7Uk7T79j+b/ulzJmSl+3Bv4S7nowTabzXr11Vc1bdo0jRs3TklJSWrRooUWLlyopk2b+rs8AAAAAKWIoyfa8d3RSy15fkmspMxU/fTvL27bDiYf0dmMZEUGR/isZpQN5SJgS1KVKlX0zDPP+LsMAAAAAKWIu0tieRum3cm0Zcpm5D/z9en0RNWJrlnk7aNsKjcBGwAAAEDF5q5X2nEpLF/P5B1sCZJZZpfh4TlVCony6eOhbCBgAwAAAChTCpt8rCREBoWrQ63W+vnwb3naYsKrKZqAXSERsAEAAACUWoZhuO2Z9vf1pYMDg3VFs75Kt2Zo+/GdzuU1I6rrtg43KDok0m+1wX8I2AAAAABKBbvd7rZnWvL9EG9fqBQSpRvjByklK1XJmakKCwxVRHC4opjcrMIiYAMAAAAocbl7pH01+VhJCw8KU3hQmGIjYvxdCkoBAjYAAACAYuM4Xzr3pbGKa/IxwJ8I2AAAAAB8wl2ILg3nSwMlhYANAAAAwCuO4Jw7SNMrjYqOgA0AAADALXfDu8vqudJASSBgAwAAABVcziDtCNClfQZvoDQiYAMAAADllNlsdt7OGaJzDul23M65HoCiIWADAAAA5YAjLDu+MjIyZLfblZKSoqysLOf50RIhGiguBGwAAACgDMgdoN19ORiGofT0dGe4tlgsfqwcqDgI2AAAAEApUFBwdlzqyoEeaKB0ImADAAAAJSBnUM7vtgMBGiibCNgAAACAD+TX65w7QBOegfKLgA0AAAB4gB5oAIUhYAMAAKDCcwTlgr7ogQZQGAI2AAAAyr2c14DO73bOdQGgKAjYAAAAKPO8vYQVABQHAjYAAABKtZzDt3P3PnP+M4DShIANAAAAv3I3aRjnPwMoiwjYAAAAKFYM3wZQURCwAQAA4DM2m83ly2q1EqABVBgEbAAAAHgt57nQ7sI0QRpARUTABgAAgFs5z43O+d1xO+d6AAACNgAAAHTuPGlHD7Tje87ZuQnRAFA4AjYAAEAFknNot9VqdQ7vZmg3AJw/AjYAAEA5ZLFYJMkZonP2ThuGQZAGgGJAwAYAACgHDMNwhuj09HRlZ2fr7NmzCg4OJkwDQAkhYAMAAJQxjjCdu2fa0Zaenq60tDSXc6gBAMWPgA0AAFCK5Z58zHHOtMT50gBQ2hCwAQAASoncIZowDQBlCwEbAADAD3KHaEcvtUSYBoCyioANAABQjBzXk859fWnCNACUPwRsAAAAH8h9femc3x3tAIDyjYANAADgpZyXxMp5zjTXlwaAio2ADQAAUAB3YTrnJbEAAHAgYAMAAPx/uc+XJkwDALxBwAYAABVOzl5pR6DmklgAgPNFwAYAAGWaYRiy2+2y2+15bjuCcs77OZcTpAEAvkTABgAApZojMDu+HJOJ5VzmQGAGAPgTARsAAPiFIyTn9z1nmM75MwAAlFYE7HLCZjd06my6Dh5L1qmkDDWoGaWYSmGqFBns79IAABVUzoDsOM85v55nifAMACj7CNjlgM1uaM/BRD3y2k9KzbA6lzerX1mTRnRStUqhfqwOAFCeOcKz4yvnpGGc5wwAqGgI2OXAqbPpecK1JO3Yf0ZLP/9L/xscr+AgftUAgKLJPWlYzkDNrNsAAPyH1FUOHDianCdcO6zbfFBD+zVVbFV+1QAAOUOyu1m1cy7LfU50zp8HAADukbrKOJPJpJNn0/Ntt9oMZVnt+bYDAMqXgIBz/9pzX+M55+3cCM0AAPgGAbuMMwxDDWtF59seHRGk0GB+zQBQnuScJCznpGHp6enKyMhQYmKiQkJCJBGeAQAoSSSvcqB65VDF1a2kXQcS87TddGlzVYkKKfmiAABFknuWbXfXfc5vyHZGRoYyMjLyrAMAAEoGAbscqBQZoikjE7Tokz/0/dbDstkNRYUH6abLmqt7fC2ZzSZ/lwgAyMHd5atyhmkHQjIAAGULAbucqFYpVGOubathlzZXttWukCCLqkSHykK4BoASl7vX2d21oCUCNAAA5Q0BuxwJCQ5QDc63BgCfyj00u6Cv3EO4CdAAAFQspDEAACSXHmbH9Z1z9j7nXA8AAHjHZrMpMzPT5SsrK0uZmZmqV6+eGjZs6O8SfYKADQCoMHKf85z7tmMdAADgyjAMZyAu6CsrK0sZGRl51rVarQVu/5ZbblG9evVKaG+KDwEbAFBu5Hf5KiYQAwBUdIZhyGq1KiUlxaX32JuwXJySk5OLdfslhYANACgT8gvPuYO0AwEaAFDe2Gy2fHuICwrIjvvr1q3z9y7IZDIpODjY5at+/fpq3ry5v0vzCQI2AMDvCut5LujazwAAlBUFDbMuLDBnZWUpOzvb37sgSQoKCnKG45y33X3lbg8MDJTJ5Hqlo4iICJnNZj/tjW8RsAEAxcLd7NsF3c/5cwAAlEaOYdaFheL8epmzsrJKxf85i8XiVSjO3VZewnBxIGADADzmCMUFXZ7K3XBtx88CAOBvjmHWhfUW59eW+/+bP5hMpkJ7jh1hOCQkRIZh6NixY2rcuLGio6MVEEAMLC48swBQwXh6TWfJfaDOjeAMAChJhmEoOzvb2UPszfnImZmZpWaYdWBgoEJCQjwOyoUNsy5Ienq6UlJSFBYWRrguZjy7AFCG5BeGrVarLBaLsrKyZDab3fYw5/yec3sAAJQkxyUTCwvGZWmYtaOn2JOwzDDr8o2ADQBF5C7ASsoTYnOuX9C28rvt7jFyS09PV3JyslJTU10uRQUAQHGw2+0eB+LSPszaXTB2LC/ofGR6guEORwUA5OK4XnJBE3M5vufmr0/UCwvgAADk5BhmXVgQzu985NI0zLqg4dQF9Sp7O8wa8AQBG0CF5Bie5gjTOW8zhBoAUBbknM3aXShOSUnRyZMn9c8//+RZt7QMszabzV4Prc55n2HWKG0I2ADKHHcTceW8nXNZQTNe51wfAICS5hhmXZSJujIzM0vFKUGezGZdULvFYqEXGeUKARuA37kLwJJcLveU3zWTC9omAADFyZNh1gWF5tI2zNqbyz4xzBpwj4ANoEDueobdfc+9zJuvgh4XAIDi5G7otDe9yaXh/5XZbM63dzgtLU2xsbEKDw/PNzBbLBZ/7wJQbhCwgTIuICBAJpMp32sYFxZ63bU5luX87o3S8GYDAFAx2O32QsNwQaG5NAyzllRoj3FRhlmnp6drz549uuCCCxQaGuqHvQIqHgI2UAoUNEQ69+zQOddLT09XWlqazpw5o5CQkAK3DwBAaVTQMOuCgrGjrbQMsw4ICPDoPGRHWM4ZmoOCghhmDZQTBOwyrDS9EOcOcAXdz29IseN7YZNXuXvsnM+F43bu77nb8+NuWwXV667+3D/jzfq5H6sgVqtVWVlZXJ4JAOBXNpvNq2HVudctDf/D8htm7el5yQyzBiARsMs0s9msjIwM5/Dg/BQUPqWCQ19BAfh8hhC7Uxr+uQIAUBHlN8za0/ORS+Mwa28v++Q45QoAzgcBuwyz2WxKS0sjmAIAUMHlHmadnJyskydPOkc4FTbDdVZWlr93QZL7Yda5h1YXFJQJyAD8jYBdzmSnpsqwWmUJCZUlOMjf5QAAAA/ZbLYiT9RVmodZe3ONZIZZAyjrCNjlRHZyilL37dPRL75S9tmzirigkWr0v0RB1arKEkTQrmjOJGcoI9Mms0WKCAlUeCjHAAAUt4KGWXsSmq1Wq793QZK8Ou849zKGWQOo6AjY5YA1LU3HvvxKx75e41x2+tQpnfl1i+LuG6uIRo38WB1KUnpmtv7+N1Fvf7VTp5MyJEnN6lfRjf2bKrZKuJ+rA4DSzTHMuqgTdZWmYdZB///D9YiICIWGhnp0LnJwcLACAwNlNpv9vAcAUHYRsMsBa3KyS7h2MGxW/btsuZqMu1uBkZF+qAwl7cCxFM1Z+ZvLsh37T+vFtzZr0vCOqhLNNTABlG/uhll7Epgd6zkuk+hPjmHWnlz/OL9h1lz/GAD8g4BdxplMJqXs/Sff9vTDh2RLSyNgVwApaVla+c3fbtsSUzK159BZAjaAUs8xzNrT2atzB+jSMsw6v1DsSVhmmDUAlF0E7HLAXOiEIPyTrgiyrXb9ezQp3/a//jmtTi1qlGBFACoiwzBktVqLPFFXaRpmXVAwztm7nPt7UFAQw6wBoIIiYJdxhmEorEE9BURGKvKii2VucIGybYZCTHZl/LxetlMnZIng3NuKwGQ2KSoiWIkpmW7bYyrTew3AMzmHWXvSk5x7ndIyzLqoE3UxmzUAFD+7NVu2tCQZGSnKyoiWJTJalojKMpnL9usvAbscCIyOVuy4+7Xo673a+/seSVKA2ayL4tur78DaCgwnYFcE0eFB6t+1gZZ/tTNPm9lkUvum1f1QFQB/KOi6x7kDsbvwXBqHWXt7PnJgYCDDrAGglLJlpCrt7190dv2HMpnNSouMkiUrRdUHjVdInaYyB5TdK+AQsMuB5CxDcz7eqeNn0pzLrHa7vt56ROFRYbqkcpQCLAxVK+9MJpM6NKuufw6f1cY/jjqXB1jMumNQa1WODPFjdfCHzOxMJWelyWrPVnBAsKJDImU28VpQFuQeZu3p+cgZGRnKyMjQ2rVr/b0Lkv6bzbqwYOyujWHWAFB+ZZ08oMQfVkiSTOZgSZI9LVlH335Kde6YoaCqtfxZ3nkhYJcDJ8+mu4TrnL7csF+dW9ZQVSa3qhCiw4N1fd84XdqlgfYfTVZ4SIBqVQtXVGSwggLK9nAbeOdMeqJW7fhaW4/8IbvsigwK1+VNL1Z8bHOFB4X5u7wKwWazeTy82t3y0jDM2mQy5RuGPelNZpg1ACA3W0aqkjZ94r7RblXytrWq0mtomR2FRMAuo+yGSeHhkTKZTDpyMjXf9dKzrMrK9v+bNJSc8NAghYcGqVZMhL9LgZ8kZSRr3i/v6FDyEeey5KxUvbNtlcwmixJqtymz/7RKkmEYRQrGpX2YtTfnIzPMGgDga4Y1S9lnT+TbnnVsnwybVaaAwBKsyncI2GXMiTNp+n33SW3646iqRZnVtrFF1QronQ4KsCgwgDdHQEVyKj3RJVzntHrH14qr2lCVQ6NLuKqSZxiGbDabx5d6cheaSwOLxVJoKHb0JptMJh0/flyNGjVSdHQ0w6wBAKWOKSBIgZVilXU0xW17cI3GMlnKbkwtu5VXQMdPp+nBuT/q2Ok0hYUEqFqkRV+s36MJN3ZQpXxmj+7ZtraiIoL9UC0AfzCZTDpw9nC+7UlZycqyZZdgRefHMcza22BcWodZF3Q+sqMtd29yQIDn/6rT09OVnp6uqKgohYQw7wIAoPSxhIQrOuEKnVj1cp42kyVQEa17lunRU0UO2GfPntUvv/yi48ePq3///kpMTFTDhg3L9JNRmmVl2/TeN3/r2Om851ov+fQv3T2krV774HedSEx3Lu/UPFb9utTn3FuggqlUQO90gMmiwBK8/EXOYdaFzVztLjRnZ5eODwMCAwOLNFEXw6wBAMgrsFptVel9k878uFIyzn0YbomsrNhB4xUYHePn6s5PkQL23Llz9dprrykjI0Mmk0nx8fGaMWOGEhMTtWDBAkVFRfm6zgovKTVL3/xywG3b8cQ0/bH3pO4f1kFJqVlKz7SpUkSQIsKCFB5aNs9dAFA0hmGoTmSsQizByrDlHdXSqXZbRQR5fum+woZZFxaWs7KyZBiGL3exSNwNs/b0sk8MswYAwLcswWEKa9JRwbXjZM9IU0RUpEIjo2WJqFLmP5T2OmAvXbpUs2bN0ujRo9W7d29dd911kqSbb75Z999/v15++WU9/PDDPi8UUrYt/6GOiSmZqhQZokpcigmo8KJDojQ6Ybhe+3mJMqyZkiGZ7SY1iKitjpVa6ujho171JpeWYdb5BeGcQ6vzC83eDLMGAADFz2QJUEBkFSmyioIiIhQQXD5Oa/X6HceSJUt0xx136N5775XNZnMu79Gjh8aNG6fXX3+dgF0MwkIClNAiVhu2H3Xb3qFZbAlXBKCkGIah7OzsAodTp6am6tSpU9q7d6+sVqsyMjLUNLOGMjMzZbM6Xqsz9fkfn/ltPwIDAwscWl3QucmOCbwAAABKM68D9uHDh5WQkOC2rVGjRjp58uR5F4W8wkICNWJAC23ddUIZWTaXtmb1q6h6Fa5rC5RmVqu1SJd6Kk3DrM1ms0dDqvM7J5lh1gAAoLzzOmDXrFlTW7ZsUbdu3fK0bd++XTVr1vRJYcirVkyEXrrvIq385m/9sfeUqlcO1MXta6pNXIyiw4OVkpal5LRsZWXbFBYSoOjwIAUFMSwS8AW73e5xMHY37DrniB9/8WSYdUHhmWHWAAAABfP63dK1116rWbNmKSQkRBdddJEkKS0tTV988YVee+013XLLLb6uEf+fxWxS7ZgIjb66tZJSM3Tq1AlFhZ1743viTJoWrv5Dew6dlSQFmM3q07Gu+nWur6jwID9XDvhfQcOsPTkfuTTNZu0uHFssFqWmpqpGjRqKiIhwe9knZrMGAAAoXl4H7Ntvv10HDx7UtGnTNG3aNEnSiBEjJEkDBw7U6NGjfVsh8ggOClC41ax/z55WREisEpMzNPPdrTp+5r9LeFntdn25ab9CQyy6pHMDBVi8H5qZmp6l9EyrTCaTwkMDFUJvOPysog2zdrdOfsOs09PTtWfPHl1wwQUKDQ0t4b0CAACAVISAbTKZ9MQTT+iWW27Rhg0bdPbsWUVGRiohIUFNmjQpjho9YrfbNXv2bK1YsUJJSUnq0KGDHn30UdWvX99vNZWUk2fTXcJ1Tl9u+FedW9ZU1WjP33BbrXYdOZWqd7/eqV0HEmU2mdSuaYwG9Wqs6pU51xtFZ7fbPbr2cX69yaVhmLWkAgMxw6wBAAAqriK/02vYsKEaNmzoy1rOyyuvvKJ33nlHzz77rGJjYzV16lTdfvvtWr16tYKCyu8QaZPJpCMnU/NtT8+yKivbu0vsnEhM13OLf5b1/18WzG4Y+nXHce05eFaThndUFS/COsoXd8OsPe09zsjIKHXDrD3tRXaE5pCQEIZZAwAAIF9eB+zhw4fn++bSbDYrLCxM9evX15AhQ9SoUaPzLtATWVlZWrBggSZOnKhevXpJkmbMmKEePXroq6++0uWXX14idZQkxzBTwzAUUyn/XuWgAIsCAzwPA5lZVn3y4z5nuM4pMSVT2/eeUs92dYpUM0oHm81W6HWPC+pNLi3DrD0dUp3f+coAAACAr3kdsOvWravVq1fLMAy1a9dOMTExOnXqlLZu3ars7Gy1bt1a27Zt0zvvvKNly5apRYsWxVG3ix07dig1NVVdunRxLouKilKLFi30888/l6uAnZh+VoeTj2v7sR2KMEJV32pWlehwVYoIVmJKZp71u8XXVHhooMfbT8u0ate/p/Nt/+3vE+rSqqaCAgko/pJzmHVSUpLOnDmjffv2yTAMj3qUS+sw68LCcc72gIAAepEBAABQ6ngdsGNiYlSrVi0tWLBAtWrVci4/ceKERo0apZ49e2r06NEaM2aMXnrpJb3++us+Ldido0ePSlKeS4RVr15dR44cKfbHLymn0xI1/afX9fepfQoNDFFVSyUdTzqhYfHXaNRVrbTokz91IjHduX67uOpqXKeSUtOyFRrsWci2mE0KDwnU2dQst+1R4UEKsBBszkdRhlnnbM/Kcv+7KWmBgYFeheLcywnIAAAAKG+8DtgrV67UQw895BKupXPB+6677tKTTz6pu+66SzfccIMmTZrks0ILkp5+LlTmPtc6ODhYZ8+eLdI2DcNQWpr7icP8wiR9sXud/j61L0/Tst9X6n/t7lC/zvUVHR6kjCybwkMDtevfM1r48R966JYE53NUmCCLSX0T6mnxZ3+5be/ZtrYyM/P2lFc0NpvNGXqzsrK8vl0ahlmbTCaXwOv4ynk/v9vnM8zabrcrIyPDx3sDx3PKc1uxcRzAgWMBEscB/lOajwWTyaSAgIBSM8rSHcMwPO4c8jpgp6enKzDQfW+oyWRSauq5CbfCwsJKrKctJCRE0rlzsR23JSkzM7PIl6vJzs7WX3+5D5n+ULVOjL7c/V2+7TtO/aXdf1bW7gNnFGAxK/v/n0MdGRYow5alPXv2e/xY9WNrqG2TGG39+4TL8oHdG8pkT9WePQeLthOliGEYslqt+X5lZ2cX2G63ezdxXHEJCAjw6CswMDDPMrPZ7NELhWPoOR+slA2HDh3ydwkoBTgO4MCxAInjAP8pjceC2WxWZGRkqQ7YUt7O3Px4HbDbt2+vl19+WW3atFFMTIxz+alTpzRnzhy1a9dOkrRp0ybVq1fP280XiWNo+PHjx10e8/jx42rWrFmRthkYGKjGjRv7pD5fSLGnKS07/17oNFuaggOrypCc4VqSBl54gapVDlfVShd49Xg39GuiS7s20J97TykowKyWF1RVRKhFgRaTYqtVKepu+IwjIHvSW5xzmeN+aZnNOiAgwG3vcUE9xznvZ2Zm6tChQ6pdu7bLh0uoeDIyMjgWwHEAJ44FSBwH+E9pPhZMJpMiIiLy7cQtDXbv3u3xul4H7ClTpmjYsGHq16+f2rVrpypVquj06dPasmWLwsPD9eKLL+q7777TnDlz9Nhjj3m7+SJp1qyZIiIitHHjRmfATkpK0p9//qmbbrqpSNs0mUwKCys913y2Z0nNYi7QXyfc/3Lb1Gim347ZZTaZZDcMRYQG6soLL1CHZtUVEuL9ZcpCQ6XKUVLDWtHnW3q+bDZboecbF3ROcmnoRXbMZl3Y9Y/zW36+s1k7eqBDQkKKPFoD5QvHAiSOA/yHYwESxwH+U1qPhZCQEAUHB/u7jHx5M3eQ1wG7UaNG+vTTT7V48WJt3LhRf/zxh2rUqKHbb79dI0aMUGRkpFJTUzVjxgxdeuml3m6+SIKCgnTTTTdp2rRpqlKlimrXrq2pU6eqRo0a6tevX4nUUNwigsJ0U/xgPfzNNNkN12AZGx6jmpExanxRpPp1qqdsm6GQILOiI0JkMed/MGTbspWYkaw/ju3UsdSTalK1gRpWqqvKYZU8qskxm3XOSzh5OlFXZmamrFbr+TwlPlNQKC4oNDObNQAAAICcvA7YklS5cmXde++9+bbHx8crPj6+yEUVxdixY2W1WvV///d/ysjIUKdOnTR//nyPx8qXdtm2bO0+/Y/u63a7PtrxpQ4mHVGAxaLOddqpTWwLZdqyVCUsQDFBnv1KrTardp/ar3k/vyXZDFnsJm3+e6siTGHq36inghVUaI9yaZnN2mKxKDg4ON8w7AjK7pYHBQXJbDb7excAAAAAlANFCtj79u3TunXrlJaWlmeYrslk0pgxY3xSnDcsFosmTpyoiRMnlvhjl4SkzBS9te0jhQWGqG+jCzWo2SWyZlr1w+5NWvDzcl1Ys4O61engUU9yZmamMjIzlJGRoUbKez71pkMbS3TfzGZzgb3EhfUkn+8wawAAAADwBa8D9ocffqgpU6bke5khfwXs8s6QoSxbljKtmVr9y5eqfSxaQVkBMtmlhqqsQ//s1Qrt9WqbJvluaHPO8OvJ0Oqc6wYGBjLMGgAAAECZ53XAnjt3rrp166annnpKNWrUIBiVkLCAULWr0VKbj2xX1dPhCs4o0uCDfNlNhuxmu2xmQ3azoQbV6ioqLNI5tLqg0MwwawAAAAAoQsA+fPiwHnvsMeelsVAywoJCdWObq7X9+E6lhmUqOtl1en2TyZTvzNWOYJwzIKfa07Xgt3dlN9tltxgycnxOEhkUob7d+6lyaPHNIA4AAAAA5Y3XAbthw4Y6cuRIcdSCQtSKjNVzl0zRe398qt2H9irGUklNqjZU+3rxqhZRxavRBGlZ6WqfHK+NB7fkaRvc4lJFh0T6snQAAAAAKPe8DtgTJkzQk08+qdq1a6tt27al+npl5U2A2aI6UTV1Z8dhSm6VqjOnzigsMEShId5fyy4sKFRXNO2rOlE19dWe75WUmaxakbG6qll/1Y+uLbOp5IZ8J2emKi077VxdgWGKDA4vsccGAJQsdx8Gm81mmUwmmUwm5ylHjvXy+55bfnPD5Lfc0WbLSJE1LVm2tCSZgsJkDo2QOSTC+XM5H8/d7dzbL+x+YTV5o7DtnM9pfL46BdBX+1oR+eJ3YDabFRgY6Pwbc/D378WbffN3rYC3vA7YTz/9tE6dOqWRI0e6bTeZTPrzzz/Pty4UICQwRPZsu/499Y/CYkMK/4F8RAVHqEf9BMXXaCHDblOAJbBEw63VbtPhs0f01rZVOpJyTJJUMyJWQ1tfqdpRNRRg8e155gAA38jvzbEjJDuCcu7bjvDsLlD7gzXplE58PV+ZB/6STGbJZFJg1dqqftW9CqxcvVgfO2docHe7sPbCtmU2mxUZGamwsDCFhoZ6FMZzfjmW2TNSZc9IkZGdLXNwqExhUTIHBBa6T+7acu5b7vs568jve2Hb90Zhz6m7Y9zTZZ7UVdgHN7mXFfRBU+7bOZ/XtLQ0hYeHKzIy0nkcuPs9FPQ7yb3MMAyXOjyp2d3tgp6TnI/tyZfdbvfoGCCsoyR4nWCuvPLK4qgDfmIymVTJT8PBT6Wf0csbF8pqtzqXHUk5ppkbFuiBnncpNryaX+oCgNKqsDfzuXurPO0FLugNfu7gVdDysjTxqS0jTSe/mK/03b+6LM88uENHlz+jmsMeU0BEpWJ7/PwCkq84AkdISIhCQ70f6SZJ2YnHdPKjWco8+Ne5BZYARXe6QtFdBiogvJLvioVP5fwbNZvNslqtslgsCggo3x0XBX1gkN/63iwvys/46kMhT0bCuPsgJGdbfqMZzqcGuOf1X9rdd99dHHWggsm2WfXDP5tcwrWD1bDp+32bdFXzfgq0uP+UHADKioLeyOQXUh0/kzMoFxaCJSk4OFjh4eGqVKmSwsLCimuXygV72lml7drkti375AHZUs4Ua8AuCefzhtiafFpH33la2acO/bfQZtXZDR/KHBSsSt0Gy8RIM5QiZe1DvpJkGIbS09MVHh6u6Ohol1Et3oyW8WT9wkZC5Le98vS7K9IrY0ZGhnbu3Kns7Gznk2K325Wenq5ffvlF999/v0+LRPmTZcvUntP7823fc2a/Mq1ZBGwAxaKo/8jzO1c4d49xfo/hbvi0L5lMJlmteT+4RF72rHRJ+QdQW2piidVSGlnPnnAN1zkkbliliPjeCoyOKeGqABSF43+N1Wr1+6k5FYHXAXvDhg269957lZSU5LY9PDycgI1CBZgCVCk0SoeSj7ptrxQSpQAzn4wDcD+cOXdI9XTIc2FDnL2tBWWXOThMMlsku81te0Bk1RKuqHTJOnkw3zYjK11GVkYJVgMAZYfXCeall15SpUqV9NRTT2nVqlUym80aPHiwvvvuO7399tuaN29ecdSJciY4MFh9G12oP47vctve94LuCglkhnqgLCpsApv8gq6Ud0h07uVFPXcMyM0SUVmRbfsqefMXedqC67aQJSLaD1WVHoGVY/NtMwUEycT/aABwy+uAvXPnTj355JPq16+fUlJS9NZbb6lXr17q1auXsrOzNXfuXL3++uvFUSvKmRoR1TWwaT+t3vm1jP8/TM8kk65oerFqRBTv7K0APONp77G7YFyWJ8BC+WcODFblHkMkw1Dyb2v+f0+2SaFNOijm0ttlCavoAbumLJFVZEs+nactsm1fWcr4+ekAUFy8Dth2u101atSQJDVs2FC7d+92tvXv31+TJk3yXXUo18KCQnVhvU5qU6O5Dpw9IkOG6kXXUmRQBL3XQDEpKDDnvIRSfgGa87ZQngREVFbVvjerUterZM9MkykoVJawaFlCmCAuIKqqat74qI4uf0bWxGPO5eHNuqpSt6tlDgjyY3UAUHp5HbDr1aunnTt3qmPHjqpfv77S09O1Z88eXXDBBbJarUpNTS2OOlFOhQQGKyQwWDHhFftcN6AocoZls9msoKAgBQYGOi/D4Viee1Ku0nINYqA0MAeFyBxUw99llEpB1eqo1oinZEtNlD0jVZbIqrKER8kSEuHv0gCg1PI6YA8cOFDTpk2T3W7X8OHD1apVKz311FMaPny4Xn31VTVu3Lg46gSAcs3d8GlPepId90NCQnTixAlFRkZyeSYAPhMQWUUBkVX8XQYAlBleB+xRo0bpzJkz+v333yVJjz76qG6//XbdddddioiI0Ny5c31eJACUNe6GYueeqKugc5mL0rPM5ZkAAAD8y+uAbTabXc6zbt26tb7++mvt3btXjRo1UkQEw4YAlE+5h2R72rvMzNfFy56ZLltqojIO7ZIMu4Jrx8kSXpnzaAEAQInzyYWGIyIiFB8f74tNAUCJyx1+HeE5Z0DO/UVgLh1s6SlK3vq1Tn+zVPr/VyOQpErdBiu680BZwqL8VxwAAKhwvA7Yp0+f1uOPP64NGzYoOTlZhmG4tJtMJv35558+KxDFJ9tq05nkTP2597SOnU5R47qV1bBmlKpEh/q7NMBr+QXegi4fVdDM2Sgbsk8d0ulvluRZnvjT+wqp31JhjdqWfFEAAKDC8jpgP/744/rmm2906aWXqm7dusxAW0ZZbXbtOXhWs97dKqvdLkn65teDqhQRrPtubK/YKuF+rhA4xxF2HYHYYrG4DcqOddwtR/lkz85U4saP821P/PEDBdeKY6g4AAAoMV4H7O+//16TJk3STTfdVBz1oIScTcnU3Pd/d4Zrh8SUTC39bIfuHNxa4aFc4xLFL/d5zRaLxdmb7AjTjttATobNKlvSyXzbbalnJFt2CVYEAAAqOq8DdmBgIJfiKgeOn05TRpb7GYd3HTijlPRsAjZ8JmcvtLsA7VjG0Gx4wxwYotCG8co8/Lfb9pC6zWUK5pQXAABQcrwO2P369dOHH36oLl26FEc9KCFpmQVfzifbahTYDjjkDMW5JwTLGaZznu8M+ILJYlFkmz46+/MnMrIycrUFKrrzlTIH8EEhAAAoOR4F7NmzZztvR0ZGavHixfrnn3/UoUMHhYa69g6YTCaNGTPGt1XC52rH5H85taiwIIWH+GSCeZRh+c2snTtE574PlKSA6BjVGvG0Tn76mjIP75IkBdVoqGqX3anASrF+rg4AAFQ0Xgdsh61bt2rr1q15lhOwy4bIsEB1aVVDG7YfzdN2bZ8mio4I9kNVKE65A3Puazfnvo6zu+9AaWMyWxQc20A1rn9QtowUyTBkCYmQJZzLcwEAgJLnUcDesWNHcdeBEhYeGqTBvZuobvUofbHxHyWlZqlW1XAN7tNYF9SOltlMmCrtHME3MDBQFotFAQEBLkE4d3DObxlQHljCImUJi/R3GQAAoILzyTjgrKwsBQVxnltZEx0erD4d66pD8+oy7IYCAiyKCuf3WBrkd15z7uHYgYGBCg8PV6VKlfKcrgEAAACgZHkcsJOTkzVz5kzFxcVpyJAhzuVZWVnq0aOHLr30Uk2aNElhYVxvtCwxm02qHBni7zIqDHfBOef3nNd49uS8ZqvVKqvVKsNgUjoAkKS07AxlWjMVHBCksEA+eAQAlCyPAnZKSopGjBihnTt3aty4cXnaOnfurJUrV2r79u1aunQpPWmocAoLzkwIBgDFKz07QweTjui97Z/oQNIR1YysriEtL1e96NoKC+J9CQCgZHgUsBcvXqxDhw7p7bffVps2bVzaqlSpopkzZ+rnn3/WHXfcoSVLluiOO+4olmKBkpbfTNoEZwAoPWx2m7Yc2a6X1s93LjuZdlrbju3QnZ2Gq0f9Tgq0BPqxQgBAReFRwP7ss880atSoPOE6p06dOmn48OH65JNPCNgo9Qo6x7mw+wCA0uVM+lnN++Vtt20LNy9X69imigmvWsJVAQAqIo8C9sGDBxUfH1/oep06ddLSpUvPuyjgfDhCcEHXa849fBsAUHYlZaYoNTvNbVumLUuJGUkEbABAifAoYIeFhSk1NbXQ9ex2u4KDuX4ySoajd9lxeSqz2eycJIweZwCoOAp7rTeb+CAVAFAyPArYzZs313fffaeLL764wPXWrl2r+vXr+6QwIKecYTrnNZ8DAnxypTkAQBkWHRyhSiFRSsxIytMWHhSm6GCukQ4AKBkefaQ7ZMgQrVy5UmvWrMl3nW+++UYrVqzQVVdd5bPiULHkPN85ICBAwcHBCg0NVUREhKKiolSpUiVFRkYqLCxMQUFBhGsAgCSpcmglje1yqyxmi8tys8msezrfosqh0X6qDABQ0XiUUPr3768vv/xSd999t3r16qWLLrpIderUkc1m0+HDh7Vu3TqtW7dOvXr10vXXX1/cNaMccAznc/RIWywW5xBvhnYDALxhMpnUtFojTe//sL7e84P2ntmvepVq65ILeqp6eNU8wRsAgOLicRfgtGnT1LRpUy1cuFBr1651BiDDMFStWjVNmDBBI0eOZMIo5OE4VhxBOucwb4I0AMAXAi2BqhUVq2FtBinLlqUgSxDBGgBQ4jwO2CaTSXfccYduvfVW/fHHHzp69KjMZrNq166t5s2bE5QqsNyXvHL0QueceMyxDACA4mQxWxRqDvV3GQCACsrrk1gDAgLUpk2bAq+JDf/IyrYpOTVLVrtdQYEWVY4M8cl2CwvQub8AAAAAoCJilqhy4kxyhr5Y/49++O2wsm12VYkM0dW9G6tlwyoKDw0q9OdzhuicPc4EaAAAAADwDAG7HEhKzdKCVX9o14EzzmWnkzM0f9V23XJ5S3VuVSNPL3TOS17lHMrNBGMAAAAAUDQE7HLgTFKGS7iWJLPJpIAAs77cuF8tGlVV1UrheSYYAwAAAAD4DimrjDOZTDp4IllhIYEKsJgVEGBRgMUik8kswzApw2ZSUEiEoqIi/V0qAAAAAJRrXp9Qe/PNN2vVqlXKyMgojnrgBZPJpJCQENWqXkXhYRGyBIYq0xakxDTpRJJNR85k6uiZDFksnDcNAAAAAMXN6+QVEBCgKVOm6MILL9TDDz+sLVu2FEdd8IDZbFZoaKjq1ayiU8lZOno6Q6eTMpSclq30TKusNkMXxtdSdESwv0sFAAAAgHLP64A9f/58ffvttxo9erS2bNmioUOHqn///nrttdd07Nix4qgR+bDZbJKkqtEhenRUVwUHWVzaG9SM1MgrWig0mDMBAAAAAKC4FSl5Va9eXbfffrtuv/12/f777/rss8+0cuVKzZw5U127dtUNN9ygiy++mNmoS4jFYlbT+pU1Z2If/X3gjE4mpqtJ3cqqWS1cVaJ8cy1sAAAAAEDBzrtr02q1ymq1Kjs7W5J05swZjRs3TvXq1dOMGTPUtGnT8y4ShQuwmBVbJUyxVcL8XQoAAAAAVEhFCtgHDhzQRx99pFWrVunAgQOqW7eurr/+el199dWKjY3VsWPHdPvtt+v+++/Xxx9/7OuaAQAAAAAodbwO2DfccIN+++03BQcH65JLLtFTTz2lhIQEl3ViY2N1ySWX6M033/RVnQAAAAAAlGpeB2yr1apHH31UV1xxhSIiIvJdr2/fvurRo8d5FQcAAAAAQFnh9Szi7733ni699FL98ssvzmUHDhzQ4sWLlZSU5FzWrFkztWnTxjdVAgAAAABQynkdsHfv3q0rrrhCTzzxhHPZoUOHNHXqVA0ePFgHDx70aYEAAAAAAJQFXgfsF154QbVr19by5cudy7p06aJ169apWrVqmjp1qk8LBAAAAACgLPA6YG/dulVjxoxRTEyMy/IqVapo9OjR2rhxo8+KAwAAAACgrPA6YJtMJqWmprpty8rKcl4PGwAAAACAisTrgN25c2e98sorOn36tMvy06dP69VXX1Xnzp19VhwAAAAAAGWF15fpmjhxoq699lpdfPHFatu2rapUqaIzZ85oy5YtCg4O1osvvlgcdQIAAAAAUKp53YNdt25drV69WjfccIPS0tK0fft2JSUl6frrr9eHH36ohg0bFkedAAAAAACUal73YEtSTEyMJk2a5OtaAAAAAAAos4oUsJOTk7VhwwalpaXJMIw87YMGDTrfugAAAAAAKFO8Dtjr1q3TuHHjlJ6e7rbdZDIRsAEAAAAAFY7XAfvFF19Uo0aNNGXKFMXGxsps9vo0bgAAAAAAyh2vA/bevXv1yiuvqGPHjsVRDwAAAAAAZZLX3c+1atVSSkpKcdQCAAAAAECZ5XXAHj16tObMmaODBw8WRz0AAAAAAJRJXg8R//jjj3Xs2DH169dPVapUUUhIiEu7yWTS119/7bMCAQAAAAAoC7wO2DVq1FCNGjWKoxYAAAAAAMosrwP2s88+Wxx1AAAAAABQpnkdsB327NmjH3/8UcePH9fw4cN14MABNWvWTBEREb6sDwAAAACAMsHrgG2z2fToo49q5cqVMgxDJpNJl112mebMmaMDBw5o6dKlDCEHAAAAAFQ4Xs8iPnfuXH388cd66qmn9OOPP8owDEnSpEmTZLfbNWPGDJ8XCQAAAABAaed1wF65cqXGjh2ra665RpUqVXIub9asmcaOHasff/zRl/UBAAAAAFAmeB2wT548qebNm7tti42NVVJS0nkXBQAAAABAWeN1wK5fv77WrVvntm3Tpk2qX7/+eRcFAAAAAEBZ4/UkZzfffLMeeeQRZWdnq3fv3jKZTNq/f782btyoBQsWaPLkycVRJwAAAAAApZrXAXvIkCE6ffq0Xn31Vb399tsyDEP33XefAgMDNWrUKA0dOrQ46gQAAAAAoFQr0nWwR48erWHDhmnz5s06e/asoqKi1KZNG5dJz1B8sq02pWUaiq5SXSaTyd/lAAAAAABUxIAtSREREerZs6cva0EhDMPQsdNpWv3DPv3851GFhQTqql5Sm8YxqhwV4u/yAAAAAKBC8yhgX3zxxZozZ46aNWumPn36FNhrajKZ9PXXX/usQPzn8MlUTXj5O6WmZzuXTV+2WZ1b1tA917VVdESwH6sDAAAAgIrNo4CdkJCg8PBw522GJZe89Eyrln72l0u4dtj4x1FdezKVgA0AAAAAfuRRwH722Wedt5977rk87VarVWazWWaz11f9godS0rO1ftuRfNu/33pIzRpUKcGKAAAAAAA5FSkRz507V7fddpvz/q+//qru3bvrzTff9FVdyMUkyWzOf+SAxcKoAgAAAADwJ68D9htvvKHZs2crLi7Ouax+/fq66qqrNH36dC1fvtynBeKcyLBA9WpfO9/2nm3rlGA1AAAAAIDcvA7Y7777rsaPH69JkyY5l9WoUUOTJ0/WPffco8WLF/u0QJwTHBSg6/s2VRU3s4Vf0qW+qlcJ9UNVAAAAAAAHry/TdezYMbVs2dJtW+vWrTVnzpzzLgru1agarqn39NCG7Uf04++HFR4aqCt7NFLDWtGKCmeCMwAAAADwJ68Ddt26dfXTTz+pa9euedo2btyoGjVq+KQwuFe9SpgG9miknu1q6uTx46pVM0JhYYRrAAAAAPA3rwP20KFD9cwzz8hqtapv376qWrWqTp8+ra+//lqLFy/W/fffXxx1IgeTyaQgi3Q28ZRq1azu73IAAAAAACpCwB42bJiOHj2qhQsXuswabrFYdPPNN2vkyJE+LA8AAAAAgLLB64AtSRMmTNAdd9yhLVu26OzZs4qKilJ8fLwqV67s6/oAAAAAACgTihSwJSkyMlI9e/b0ZS0AAAAAAJRZHgXsiy++WHPmzFGzZs3Up08fmUymfNc1mUz6+uuvfVYgAAAAAABlgUcBOyEhQeHh4c7bBQVsAAAAAAAqIo8CdlBQkAzDkCSNHTtW1apVU1BQULEWBgAAAABAWWL2ZKUPP/xQx48fl3RuuPiOHTuKtSgAAAAAAMoaj3qwq1atqmnTpunCCy+UYRhasWKFvvvuO7frmkwmjRkzxqdFFmbTpk0aPnx4nuULFy5Ut27dSrQWAAAAAEDF5FHAvv/++/XEE09o69atMplMWrFiRb7r+iNg79y5U/Xq1dNbb73lsjw6OrpE6wAAAAAAVFweBewBAwZowIABkqRmzZrp3XffVXx8fLEW5o1du3apSZMmiomJ8XcpAAAAAIAKyqNzsHNavHixLrjgguKopch27typxo0b+7sMAAAAAEAF5lEPdk4JCQnat2+fZs2apY0bNyopKUmVK1dWx44dNWbMmBIP34Zh6O+//1ZMTIwGDx6sY8eOKS4uTuPHjz+vXnbDMJSWlubDSn0rPT3d5TsqJo4DOHAsQOI4wH84FiBxHOA/HAvnxzAMjy9VbTIc19/y0O7du3XDDTcoICBAvXv3VrVq1XTixAl9++23ys7O1ooVK3wasg8ePKiLL7443/Z33nlHN9xwg3r27KkxY8bIZDJp8eLF+uqrr/T+++8XqWd727ZtysrKOp+yAQAAAADlRFBQkFq3bl3oel4H7DvvvFNHjx7VkiVLFBkZ6VyenJysm2++WbVq1dLs2bO9rzgf2dnZ+vfff/Ntb9CggdLS0hQWFiaLxSJJstvtuuKKK9SpUyc9/vjjXj/mtm3bZBhGqR52np6ern/++UcNGjRQaGiov8uBn3AcwIFjARLHAf7DsQCJ4wD/4Vg4P7t375bJZPIoYHs9RPznn3/W008/7RKuJSkyMlJ33HGHHn30UW83WaDAwMBCe8Rz12I2m9W4cWMdO3asyI9rMpkUFhZW5J8vKaGhoWWiThQvjgM4cCxA4jjAfzgWIHEc4D8cC0Xj6fBwqQiTnAUEBCgoKMhtW1BQUIkPrV67dq3atm2rI0eOOJdZrVbt2LGjVPdAAwAAAADKF68DduvWrbVs2TLlHlluGIaWLl2qVq1a+aw4T3Ts2FFVq1bVAw88oD/++EM7d+7UpEmTlJiYqJEjR5ZoLQAAAACAisvrIeL33nuvhg4dqiuuuEKXXXaZYmJidOLECX322Wfav3+/Fi5cWBx15isiIkJvvvmmpk6dqltvvVWZmZnq0KGDli5dqmrVqpVoLQAAAACAisvrgN26dWu98cYbmj59uubMmeOcsrxVq1aaN2+eOnXqVBx1Fqhu3bqaOXNmiT8uAAAAAAAOXgfsDz/8UF26dNGKFSuUnp6upKQkRUVFMRsdAAAAAKBC8/oc7GeffVbbt2+XdG4WutjYWMI1AAAAAKDC8zpgV61aVUlJScVRCwAAAAAAZZbXQ8Svu+46PfHEE9q4caOaNGnidiKxQYMG+aI2AAAAAADKDK8D9nPPPSdJ+uijj9y2m0wmAjYAAAAAoMLxOmCvWbOmOOoAAAAAAKBM8zpg165duzjqAAAAAACgTPN4krN3331XAwYMUNu2bTVw4EAtX768OOsCAAAAAKBM8Shgr1y5Uo888ohsNpt69+4ti8Wixx57TDNnzizu+gAAAAAAKBM8GiK+bNkyXXbZZXrxxRdlMpkkSc8884yWLFmie+65x7kMAAAAAICKyqMe7H379mnIkCEuQXr48OFKTk7WwYMHi604AAAAAADKCo8CdkZGhsLDw12WxcbGSpJSUlJ8XxUAAAAAAGWMRwHbMIw8w8AtFoskyW63+74qAAAAAADKGI9nEQcAAAAAAPnz+DrY69at0969e5337Xa7TCaT1q5dq7///ttl3UGDBvmsQAAAAAAAygKPA/acOXPcLp81a5bLfZPJRMAGAAAAAFQ4HgXsNWvWFHcdAAAAAACUaR4F7Nq1axd3HQAAAAAAlGlMcgYAAAAAgA8QsAEAAAAA8AECNgAAAAAAPkDABgAAAADABwjYAAAAAAD4gMfXwXbIyMjQzJkztWHDBiUnJ8tut7u0m0wmff311z4rEAAAAACAssDrgP3MM8/o3XffVfv27dWkSROZzXSCAwAAAADgdcD+4osvdM8992jMmDHFUQ8AAAAAAGWS193P2dnZ6tixY3HUAgAAAABAmeV1wO7Ro4fWrl1bDKUAAAAAAFB2eTRE/MMPP3TebtmypWbOnKnjx4+rQ4cOCgsLy7P+oEGDfFUfAAAAAABlgkcBe/LkyXmWffLJJ/rkk0/yLDeZTARsAAAAAECF41HAXrNmTXHXAQAAAABAmebROdi1a9d2fv38888KCwtzWeb4CgoK0qefflrcNQMAAAAAUOp4PcnZlClTdODAAbdtf/31l2bOnHneRQEAAAAAUNZ4NER89OjR2r17tyTJMAyNGTNGQUFBedY7deqU6tWr59sKAQAAAAAoAzwO2CtWrJAkffDBB2rRooWqVKniso7ZbFZUVJQGDx7s+yoBAAAAACjlPArY7du3V/v27Z3377rrLtWtW7fYigIAAAAAoKzx+hzsZ599Nt9wnZaWpu++++68iwIAAAAAoKzxqAc7p8OHD+vhhx/Wzz//rOzsbLfr/PXXX+ddGAAAAAAAZYnXAfuZZ57Rli1bdN1112nz5s0KDQ1V27Zt9eOPP2rXrl2aNWtWcdQJAAAAAECp5vUQ8Z9//lnjxo3T//3f/+maa65RUFCQJk6cqJUrV6pTp05as2ZNcdQJAAAAAECp5nXATk1NVfPmzSVJF1xwgXM4uMVi0bBhw7RhwwbfVggAAAAAQBngdcCuXr26Tpw4IUmqX7++zp49q+PHj0uSoqOjderUKd9WCAAAAABAGeB1wO7Vq5defvllbd68WTVr1lSNGjW0YMECpaSkaOXKlYqNjS2OOgEAAAAAKNW8Dthjx45VVFSUZs6cKUkaP368Fi9erE6dOunjjz/WLbfc4vMiAQAAAAAo7byeRbxy5cpasWKFc1j4lVdeqVq1amnr1q2Kj49XQkKCz4sEAAAAAKC08zpgO1SvXt15u2PHjurYsaNPCgIAAAAAoCzyKGBPmTLF4w2aTCY988wzRS4IAAAAAICyyKOA/cEHH8hkMik2NlZmc8GnbZtMJp8UBgAAAABAWeJRwL7sssu0du1aZWZm6rLLLtPll1+uDh06FHdtAAAAAACUGR4F7BkzZigjI0PffPONPv30U91yyy2qWrWqLr/8cl1++eVq3rx5cdcJAAAAAECp5vEkZyEhIRowYIAGDBiglJQUffXVV/r000/15ptvqk6dOrriiis0YMAANWrUqDjrBQAAAACgVCrSLOIRERG6+uqrdfXVVysxMVFfffWVPvvsM7366quKi4vT+++/7+s6AQAAAAAo1QqescwDaWlpSklJUVpammw2mw4dOuSLugAAAAAAKFOK1IN99OhRff755/rss8/0+++/KyIiQhdffLH+97//qXv37r6uEQAAAACAUs/jgH3s2DF99tln+vzzz7V161aFhYWpd+/euuOOO9SjRw8FBQUVZ50AAAAAAJRqHgXsoUOH6rffflNwcLB69eqlmTNnqlevXgoODi7u+gAAAAAAKBM8CthbtmyRxWJR48aNdfr0aS1dulRLly51u67JZNKiRYt8WiQAAAAAAKWdRwG7U6dOztuGYRS4bmHtAAAAAACURx4F7CVLlhR3HQAAAAAAlGnnfZkuAAAAAABAwAYAAAAAwCcI2AAAAAAA+AABGwAAAAAAHyBgAwAAAADgAwRsAAAAAAB8gIANAAAAAIAPELABAAAAAPABAjYAAAAAAD5AwAYAAAAAwAcI2AAAAAAA+AABGwAAAAAAHyBgAwAAAADgAwRsAAAAAAB8gIANAAAAAIAPELABAAAAAPABAjYAAAAAAD5AwAYAAAAAwAcI2AAAAAAA+AABGwAAAAAAHyBgAwAAAADgAwRsAAAAAAB8gIANAAAAAIAPELABAAAAAPABAjYAAAAAAD5AwAYAAAAAwAcI2AAAAAAA+AABGwAAAAAAHyBgAwAAAADgAwRsAAAAAAB8gIANAAAAAIAPELABAAAAAPCBAH8XAAAAAKBk2Ww2ZWdn+7sMlJDMzEznd7OZPtacAgMDZbFYfLY9AjYAAABQQRiGoaNHjyoxMdHfpaAE2e12BQQE6PDhwwRsNypVqqQaNWrIZDKd97YI2AAAAEAF4QjX1atXV1hYmE8CBUo/m82mzMxMBQcH+7S3tqwzDENpaWk6fvy4JKlmzZrnvc0yF7Afeugh2Ww2Pffccy7L169fr6lTp2r37t2qUaOG7rrrLg0aNMg/RQIAAACljM1mc4brqlWr+rsclCCbzSZJCgkJIWDnEhoaKkk6fvy4qlevft7PT5kZH2Cz2fT888/rvffey9O2Z88ejR49Wr169dKHH36o66+/Xg8++KDWr1/vh0oBAACA0sdxznVYWJifKwFKF8ffhC/mJSgTPdh79uzRlClTdODAAdWqVStP+6JFi9SsWTPde++9kqRGjRrpzz//1BtvvKGuXbuWdLkAAABAqcWwcMCVL/8mykQP9qZNm9S8eXOtXr1aderUydP+yy+/qEuXLi7LunTpol9//VWGYZRUmQAAAACACqxM9GAPHTq0wPajR4+qRo0aLsuqV6+u9PR0nTlzRlWqVCnO8gAAAACUgD59+ighISHPfExAaeH3gH3w4EFdfPHF+bb/8MMPiomJKXAbGRkZCgoKclnmuJ+VlVWkuhwzypVW6enpLt9RMXEcwIFjARLHAf7DsQAp73GQmZkpu90um83mnPSqrHn55ZcVERFRZuv3F8eoXsMweO7csNlsstvtSk9Pl91uz9NuGIbHw8j9HrBjY2P16aef5tvuSe9zcHBwniDtuO+YFc5b2dnZ+uuvv4r0syXpn3/+8XcJKAU4DuDAsQCJ4wD/4ViA5HocBAQEKDMz03/FnKdGjRpJOtfBBu+V5d99ccrMzJTVatXevXvzXSd3h25+/B6wAwMDdcEFF5zXNmrWrOm8dpnD8ePHFRYWpsjIyCLX1bhx4/Oqqzilp6frn3/+UYMGDYr8IQLKPo4DOHAsQOI4wH84FiDlPQ4yMzN1+PBhBQcHKyQkxN/lFUnfvn2VkJCgMWPGqF+/fnrxxRf1+eef64cfflBAQID69eunyZMnKzw8XNK5nse3335bb7/9tg4ePKjq1avruuuu06233urskfzpp5/0yiuvaNeuXbJYLLrwwgt13333Oa+J/MEHH+jxxx/XggUL9Nxzz2nXrl2qVauWJk6cqAYNGuiJJ57Qb7/9ppiYGN17770aMGCAs97Dhw/rxRdf1A8//KCsrCy1adNGEydOVIsWLbze9wULFuidd97RiRMn1KJFC40aNUpjxozRm2++qYSEBM2ePVsff/yxrrrqKi1ZskRRUVFavny5IiMjtXz5cr3zzjs6cOCAKleurCuuuEJjxoxRcHCwJOnBBx/Upk2b9PXXXzsf79ChQ+rXr5+efvppXX311dq0aZNGjhypefPm6dVXX9X27dtVvXp1jRgxQsOGDSvy77S0CAgIUL169ZzPSU67d+/2fDu+LMpfOnbsqE2bNrksW79+vdq3by+zuWjzuJlMpjJxCYPQ0NAyUSeKF8cBHDgWIHEc4D8cC5D+Ow7MZrPMZrMsFkuZvRayyWSSyWRyvsd//PHHdc011+iVV17R77//rhkzZqhq1aqaMGGCJGn69OmaP3++Ro4cqe7du+uPP/7QSy+9pOzsbI0ZM0YfffSRHnjgAQ0YMEB33nmnzpw5o5kzZ+rGG2/UBx98oKpVq8psNstqter+++/X3XffrRo1amjq1Kl64IEHVK1aNQ0dOlS33nqrXn/9dU2ZMkWdOnVSjRo1dPr0aQ0bNkyhoaF65JFHFBoaqkWLFmnEiBF67733vOpknD17tubMmaPbbrtNXbp00ffff+/cR8fv1Gw268iRI/r66681Y8YMnTlzRlWrVtVDDz2kDz/8UDfffLO6du2qHTt2aM6cOdqxY4feeOMN53NqMplcjgvHc5xz+5I0YcIEDRo0SP/73/+0Zs0aPf300zKZTBo+fLhPfsf+4Ni/0NBQtx8+eTPLeLkI2MOHD9fVV1+tadOm6eqrr9a6dev0xRdf6I033vB3aQAAAACKSa9evTRp0iRJUteuXfXjjz9q7dq1mjBhgpKSkrRw4UINHz5cDzzwgCSpe/fuOn36tH799VfZ7XZNnTpV3bp104wZM5zbbN++vQYMGKAFCxZo4sSJkiS73a4777xTQ4YMkSQlJSXpvvvu080336xbbrlFklStWjVdc8012r59u2rUqKFFixYpMTFRb7/9tmrXri1J6tmzpwYMGKCXX35ZM2fO9Ggf09LSNG/ePA0bNkz333+/JOnCCy9Uenq6li9f7rKu1WrVpEmT1K1bN0nnel7fe+89jR07ViNHjlRISIh69Oih6tWr64EHHtB3332nXr16efWc9+3bVw899JAkqUePHjp+/Ljmzp2rYcOGFblzszwpF89AkyZN9Morr2jdunUaNGiQVqxYoalTp3INbAAAAKAca9u2rcv9GjVqOCcq3rp1q7Kzs9WvXz+XdSZPnqwFCxZo3759OnHihAYOHOjSXq9ePbVr104bN250Wd6uXTvn7WrVquV5/EqVKkk6F76lcyNqmzdvrtjYWFmtVlmtVpnNZvXs2VM//fSTx/u4detWZWRk6NJLL3VZfsUVV7hdPy4uznnbMco39z5efvnlslgsefbRE1dddZXL/UsuuUSnTp3Svn37vN5WeVTmerCXLFnidnnPnj3Vs2fPEq4GAAAAgL/knmPAbDY7Z8xOTEyUlP+kyY52R1jOqVq1avrzzz9dlkVERORZr6Bz2RMTE7V//361bNnSbXt6erpHcyScPn1aUt79cFd37uVnz551LnM8L9K5840rV66s5OTkQh8/t+rVq7vcr1q1qqT/Plio6MpcwAYAAACAwkRFRUk6F1Ads49L0pEjR7R//35VrlxZknTy5Mk8P3vixAlne1FFRkYqISHBOTw9N09npa5Ro4akvPvhCN4FiY6OlnRuHx1BWDp3xaQzZ84499FkMuW5fFd+lyx2fDDhcOrUKUly2X5FVi6GiAMAAABATvHx8QoMDNSaNWtcli9atEj33nuvGjZsqJiYGH388ccu7QcOHNDWrVvVvn3783r8hIQE7du3Tw0bNlTr1q2dX6tWrdKKFSs8nmiuWbNmioyM1Jdffumy/IsvvvCoBkl59vGTTz6RzWZThw4dJEnh4eE6c+aMy2W8Nm/e7Hab33zzjcv9zz//XLVr11a9evUK35kKgB5sAAAAAOVOlSpVNGLECC1atEhBQUHq0qWLtm3bpqVLl+q+++5TUFCQ7rvvPk2ZMkXjx4/XoEGDdObMGc2ePVvR0dHOycuKauTIkfroo480cuRI3XrrrapcubI+/fRTvfvuu5oyZYrH24mIiNCoUaM0c+ZMhYaGKiEhQZs2bdLbb78tSQVOLNa4cWNdffXVeuWVV5SamqquXbtq165dmj17tjp37qwePXpIknr37q0lS5bowQcf1JAhQ/T3339rwYIFbj8EePPNNxUSEqK2bdvqyy+/1Lfffqvp06d7+eyUXwRsAAAAAOXSxIkTVa1aNb399ttasGCB6tSpowcffFA33nijJGnw4MEKDw/Xa6+9pjFjxigiIkI9evTQfffdp5iYmPN67NjYWL3zzjuaPn26HnvsMWVmZqpBgwZ6+umnde2113q1rdGjR8tut2v58uWaP3++2rRpo/vvv1/PPvtsoZfie/rpp1W3bl29//77WrRokWJjYzV8+HCNGTPGGc67d++uSZMmacmSJfryyy/VsmVLzZ49WzfccEOe7T344IP64IMP9Nprr6lRo0aaOXOm+vfv79X+lGcmI+fZ7pAkbdu2TZLUunVrP1eSv7S0NP31119q3rw517eswDgO4MCxAInjAP/hWICU9zjIyMhwDlkuaHIulC5Wq1WrV69W586dVbNmTefyZcuW6amnntLGjRud55vnx2azKSMjQyEhIUW+BvrGjRs1YsQILV68WJ07dy7SNkqrwv42vMmH9GADAAAAQAmz2+2y2+2FrmexWDRv3jwtWrRI//vf/1S5cmXt2LFDL7/8sgYNGlRouEbJImADAAAAQAmbM2eOZs+eXeh6ixcv1quvvqoXX3xRjz32mJKSklSrVi2NHDlSo0ePLoFK4Q0CNgAAAACUsOuuu04XXXRRoes1bNhQERERmjFjRvEXVYDOnTtr586dfq2hLCBgAwAAAEAJi42NVWxsrL/LgI9xHWwAAAAAAHyAgA0AAAAAgA8QsAEAAAAA8AECNgAAAAAAPkDABgAAAADABwjYAAAAAAD4AAEbAAAAQJkyfPhwTZ482W3brFmz1KdPnxKuqHhs3LhRTZs21cGDB/Ndp0+fPpo1a1a+7e+//75atGjh8fqFmTx5soYPH17kny/vuA42AAAAAK8lp2XpbEqmUtOzFR4aqOiIYEWGBfm7rHKlXbt2+uGHH1SlShV/l+L00EMPyWaz+buMUouADQAAAMArJxLTNevdLdqy84RzWbumMbrnunaKqRTqx8rKl6CgIMXExPi7DBeRkZH+LqFUY4g4AAAAAI8lp2XlCdeStGXnCc16d4uS07L8VJl7ffr00auvvqrRo0crPj5e/fr104oVK5zt77//vnr27KmVK1eqV69eateuncaMGaNjx44518nKytLUqVPVo0cPtWvXTtddd51++OEHl2306dNHTz/9tDp27Kg777zTbS1NmzbV6tWrNWLECGct33zzjb755hv1799fbdu21ahRo3T69GlJeYeIJycna9KkSerYsaO6du2qN998M89jfPXVVxo4cKDi4+N100036fDhwwU+P5s3b9awYcMUHx+viy66SI8//rhSUlLyXT/nEHFHfevWrdMVV1yhVq1a6fLLL9e3337r8jNLlixR//79FR8frwEDBuijjz5yth05ckT333+/unfvrrZt2+q2227Tzp07XR5vypQpmjFjhjp37qwOHTroySef1NGjR3XnnXeqTZs2uuSSS7Ru3TrnzxT2+ypOBGwAAAAAHjubkpknXDts2XlCZ1MyS7iiws2ZM0etW7fWhx9+qGHDhumRRx7Rp59+6mw/ffq0FixYoOnTp2vRokU6cuSIRo0aJavVKkmaMmWKvv/+e02dOlUffPCBLrvsMt15551au3atcxuHDh3SsWPH9MEHH2jChAn51vLUU09p2LBhWr16tRo3bqwJEyZo7ty5mjp1ql599VX9/vvvmjdvntufHTdunH7//Xe9+uqrWrBggb799lsdOnTI2b5582bdc889uuSSS/TRRx/pqquu0uuvv55vLTt27NDIkSPVvXt3rVq1StOmTdMff/yhW2+9VYZhePr0aurUqXrooYf0/vvvq27durr//vuVmpoqSZo/f76mTZum2267TatXr9awYcM0ZcoU/fjjj0pJSdHQoUN17NgxzZ07V++8847CwsLyfDDw8ccfKzk5We+++66mTJmipUuX6tprr9Wll16q999/X40aNdLkyZOdNXvy+youDBEHAAAA4LHU9OzzaveH7t276+6775YkNWrUSL/99psWLVqkAQMGSJKys7P1wgsvqGXLlpLOBcYBAwZo/fr1qlevnlavXq333ntPrVu3liTdcsst2rFjh+bPn6+LLrrI+Th33XWX6tatW2AtV199tfr37y9JuuGGG/TNN99o/Pjxio+Pd9a6a9euPD+3d+9e/fDDD3rzzTfVsWNHSdL06dPVu3dv5zpLly5V+/btdc8990iSGjZsqF27dmnx4sVua5k/f766du2qu+66S5LUoEEDTZ8+XX379tWmTZvUuXPnAvfFYdy4ceratavz9lVXXaVdu3apXbt2evPNNzVixAhdd911kqRhw4YpIyNDNptNq1at0pkzZ/T+++87zzOfNm2a+vbtq2XLlmnixImSpKioKD300EOyWCyqX7++pk+fri5dumjQoEGSpBtvvFHffvutTp48qbS0NI9/X8WBgA0AAADAY+GhgefV7gsBAQGy2+1u2+x2uwICXGNO7qDYtm1bl97M8PBwZ7iWpAsuuEBRUVHatWuXc7j0iBEjXLaRnZ2tqKgol2UNGjQotPaGDRs6b4eEhEiSSygPDg5WVlbeYfaO0O0IjZJUrVo1l5/dtWuXunfv7vJz7dq1yzdg//nnn9q/f7/atWuXp23Pnj0eB+xGjRo5b0dEREg69/ycPn1ax48fV5s2bVzWv+222yRJjz32mBo0aOAyiVtwcLDi4+NdhonXq1dPFovFeT80NDTPcyZJmZmZ+vPPPyV59vsqDgRsAAAAAB6LjghWu6YxboeJt2sao+iI4OKvITpaSUlJbtsSExMVHR3tsix34DYMQ2bzf2fLBgbm/VDAMAxZLBbnsONly5YpPDzcZZ2c25D+C8wFyV2LJJlMpkJ/ziH3Bwvu9i0nd/uWc1sDBw50e864NzOXBwXlnT3eMAzn8vz2zzAMt202m81lv9ztQ+7nPuc2Jc9+X8WBc7ABAAAAeCwyLEj3XNdO7Zq6zm7drmmMxl7XrkQu1dW6dWtt27ZNmZmu53sbhqFffvnFpZdXkrZt2+Zyf/PmzS7Xhk5MTNS///7rvP/3338rOTlZLVq0UJMmTSRJx48fV/369Z1f77//vlauXOnrXcuXo97Nmzc7lyUlJbnU3bx5c5d2Ke++59SkSRP9/fffLvtls9n07LPP6siRI+ddc0REhKpXr56nhrFjx+qpp55SXFyc9u3bp1OnTjnbMjMztX37djVu3LhIj+nv3xcBGwAAAIBXYiqFauJNHTV3Uh9NG9tDcyf10cSbOqpaCV2i65prrpHJZNKYMWP066+/6tChQ9q8ebMmTJigI0eO6JZbbnFZ/5NPPtHSpUv1zz//6I033tBXX32lUaNGuazzwAMPaNu2bfrtt9/0wAMPqF27durUqZOaNGmi3r1769FHH9WaNWt04MABzZ8/X6+99lqh51v7Ur169XTppZfqiSee0E8//aRdu3bpgQcecBlOfuutt2rHjh16/vnntW/fPq1atUrLli3Ld5u33nqr/vrrLz3yyCPavXu3fvvtN91///3at2+fR8PdPXHHHXdo0aJF+vDDD/Xvv/9q2bJlWrNmjfr27auBAwcqKirKOXnbjh07NHHiRKWlpen6668v0uP5+/fFEHEAAAAAXosMCyqR3mp3KlWqpOXLl+vll1/WuHHjdObMGUVHR6tTp05avnx5niA1aNAgffnll3r++efVoEEDvfTSS+rVq5fLOldccYXuuOMOZWdnq0+fPnrooYecw5dnzJihGTNm6NFHH9XZs2dVt25dPfnkk7rmmmtKbJ8l6fnnn9cLL7yg8ePHy2636/rrr3de0ks614M9b948TZ06VUuXLlWTJk105513atq0aW6317ZtW73xxht6+eWXNXjwYIWGhqpLly6aNGmS22HfRXHTTTcpMzNTM2fO1IkTJ9SgQQPNmDFDXbp0kXRuYrbnn39eI0eOlCR16NBBb7/99nmFYX/+vkyGN/OvVxCOIQy5h5aUJmlpafrrr7/UvHlzhYWF+bsc+AnHARw4FiBxHOA/HAuQ8h4HGRkZ2rdvnxo2bOjRucLlRZ8+fXT11Vc7Z9bO7f3339eUKVNcJtUqb2w2mzIyMhQSEuIyWRjOKexvw5t8yBBxAAAAAAB8gIANAAAAAIAPcA42AAAAgHLrm2++KbB98ODBGjx4cAlVg/KOHmwAAAAAAHyAgA0AAAAAgA8QsAEAAAAA8AECNgAAAAAAPkDABgAAAADABwjYAAAAAAD4AAEbAAAAQJnSp08fzZo1q8I+PkovroMNAAAAAF547733FBwc7O8yUAoRsAEAAAB4zZaeIlvqWdkzU2UOCZclLFqW0Ah/l1UiqlSp4u8SUEoxRBwAAACAV6xJJ3X8gxd18LWxOvzmFB18dayOfzhD1qST/i7N6cMPP9SVV16p+Ph49enTR6+++qrsdrvsdru6du2qhQsXOtddtGiRmjZtqq1btzqX3XvvvZo4caLbbeccIj5r1iwNHz5c8+bNU8+ePdW6dWuNGDFCe/fuda6flpamp556ShdeeKHatWunYcOG6ffff3e2b9myRSNGjFCHDh3UuXNnPfjggzp79qzL4y1ZskT33HOP2rRpo549e2rFihXasmWLBg0apDZt2uiGG27Qv//+6/yZY8eOafz48erYsaO6deumcePG6Z9//jnfpxWFIGADAAAA8JgtPUUnVr+i9H2/uSxP37tVJz6ZK1t6ip8q+8+bb76phx9+WNdff71WrVql8ePHa/78+XrhhRdkNpvVq1cv/fjjj871169fL5PJpA0bNkiSrFarfvzxR1188cUePd6WLVv0888/6/XXX9ebb76pw4cP6/HHH3e2jx8/Xt9++62eeeYZffjhh2rYsKFuu+02nT59Wr///ruGDx+uxo0ba/ny5Zo5c6Z+//133XrrrbLb7c5tTJ8+XT169NDq1at10UUX6bHHHtOjjz6qyZMna+nSpTpx4oSmTZsm6VygHz58uGw2m5YuXapFixapUqVKuuGGG3Ts2DFfPMXIBwEbAAAAgMdsqWfzhGuH9L1bZUs967atpBiGoXnz5ummm27SsGHD1KBBAw0cOFBjx47V0qVLlZycrN69e+uXX35RVlaWrFarNm3apH79+mnjxo2SpF9//VWZmZnq0aOHR49ptVr1wgsvqFmzZurQoYOGDx+uX3/9VZK0b98+rV27Vo899ph69uyp+vXr65FHHtHgwYOVmJioBQsWqGnTpnrkkUfUuHFjde7cWdOnT9f27dv1/fffOx+jZ8+euu6661S3bl2NGDFCVqtVw4cPV5cuXdS6dWtddtll2rVrlyTpk08+0ZkzZzR9+nQ1a9ZMTZo00SOPPKLIyEi9++67Pn7GkRPnYAMAAADwmD0ztZD2tBKqxL3Tp0/r5MmT6tChg8vyTp06KTs7W3v37tWFF14om82mX3/9VUFBQQoJCdENN9ygu+66S1lZWVq7dq26du2q8PBwjx6zWrVqqlSpkvN+ZGSksrOzJUk7d+6UJLVt29bZHhQUpClTpkiSdu3ape7du7tsr2nTpoqKitLOnTvVq1cvSVLDhg2d7SEhIZKkOnXqOJcFBwcrKytLkvTnn38qJSVFCQkJks596CBJWVlZ2rNnj0f7hKIhYAMAAADwmDm44NBpDg4roUrcc4TJ3Gw2myQpICBA4eHhSkhI0I8//qiQkBB16dJFHTt2lGEY+u2337Ru3TqNHDnS48cMCgrKty0g4FzkMplM+dbrrs1utyswMDDPdnIym90PSLbb7WrYsKHmzp0r6dy+Z2ZmKjg4WJGRkfnvCP5fe/cdV3Xd/3/8gWwBQdDUNBFREJPlxhIJNEvNHOXIcCDmTMXScIRauUjFvTW9xMz5NU279bOuzPJyhLlyD3Jeai6UkM3vDy9OnYBERY7I8367cevw/ozz/JzzPsbrvN+fz+eRaYq4iIiIiIjkm7mdI7ZV/XJdZlvVD3M7x8IN9DcuLi64uLgYpmhni4uLw9LSksqVKwP3Lhy2Y8cOdu3aRcOGDbG2tsbf35+1a9dy5swZXnrppQLJ4+7uDsChQ4cMbenp6QQFBbF582Y8PDyIi4sz2ubYsWMkJiYatn1QHh4eXLp0CQcHB1xdXXF1deXZZ58lJiaGn3/++eEPRu5LBbaIiIiIiOSbua09ZVv2zVFk21b1o2zLvoV2q66zZ8+yfft2o5/du3djZmZGWFgYsbGxrFixgrNnz7Jp0yZmzZpFx44dDSO4wcHBHDt2jP3799OwYUMAAgIC2LhxI35+fpQtW7ZAcrq5ufHyyy8zduxYdu7cSXx8PFFRUaSmphIQEED37t05duwYH330EadPn2bPnj28//771KxZk4CAgId6ztatW+Po6MiAAQPYv38/Z86cYcyYMWzfvp3q1asXyHFJ7jRFXEREREREHohFqTI80ybif/fBTqKEdUnM7Qr3PtibNm1i06ZNRm3lypVj+/bthIeHY2VlxbJly5gwYQLly5enV69e9OzZ07BuhQoV8PT0JCEhwTCq3ahRI2JiYggODi7QrBMmTCA6OpqIiAhSUlLw9fVlyZIlODs74+zszMKFC5k+fTpt2rTB3t6epk2b8t577xlNEX8QDg4OxMbGEh0dTXh4OBkZGXh4eLBgwQIV2I+ZWVZeJykUY9nTN7y9vU2cJG9JSUkcPXoULy8vSpY07XkuYjrqB5JNfUFA/UD+pL4gkLMfJCcnEx8fj5ubm+EiWVI8ZGRkkJycjI2NDebm5qaO88S532fjQepDTREXERERERERKQAqsEVEREREREQKgApsERERERERkQKgAltERERERESkAKjAFhERERERESkAKrBFRERERERECoAKbBEREREREZECoAJbREREREREpACowBYREREREREpACqwRURERERERAqACmwRERERESlSgoODmTlzpqljPHYzZ84kODg4z+UXLlzA09OT3bt357lOZGQk3bp1A+DixYv3Xf9+istr/7AsTB1ARERERESKnsSUP0hIuUNS2l1KWtriaO2AvbWdqWM9VcLCwujSpYupYxhZu3Yt1tbWpo7xxFKBLSIiIiIiD+Ra0g3m7Ynl4JWjhjbfcl70rv82ZUo6mzDZ08XOzg47uyfrSwtnZ72//0RTxEVEREREJN8SU/7IUVwDHLhylPl7YklM+cNEyYxt2LCB1q1b4+PjQ3BwMPPmzSMzM5PMzEwCAgL47LPPDOsuW7YMT09P9u/fb2gbNGgQQ4cOBeDKlStERERQt25dGjRoQJ8+ffjtt98M60ZGRjJgwADCwsKoXbs28+fPz5Fn9+7d1KxZk127dtGiRQu8vb3p2LEj8fHxzJ07l0aNGlG/fn0+/vhjsrKygJxTxE+cOEHXrl3x8/OjefPm7Nq1y+g5srKymDNnDoGBgfj5+TFy5EhSUlL+8XVat24dr776Kj4+Prz66qssW7aMzMzMPNf/6xTxmTNnEhoaysKFCwkMDMTb25uuXbty5swZw/pJSUl88sknvPjii/j7+9OlSxcOHjxoWL5v3z66du1KnTp1aNCgASNGjCAhIcHo+ZYvX867776Lr68vgYGBrFmzhn379tGmTRt8fX3p1KkT586dM2xzv/frcVKBLSIiIiIi+ZaQcidHcZ3twJWjJKTcKeREOS1dupQPP/yQjh07snHjRiIiIli8eDHR0dGUKFGCJk2asGPHDsP6O3fuxMzMzFCwpqens2PHDkJCQkhKSiI0NJSMjAxiY2NZvnw5pUuXpkOHDly5csWwj61bt9KoUSPWrVtH69atc82VkZHBxIkTGT9+PKtXr+b69et06tSJ06dPs3z5coYMGUJsbCzbtm3Lse2dO3fo3r079vb2rFmzhqioKObMmWO0zoIFC1i0aBHDhg1j/fr12Nvbs2XLljxfp1WrVjFp0iT69+/P5s2bGTx4MAsXLmTy5Mn5fq337dvHzz//zIIFC1i6dCmXLl1i7NixhuURERF8//33jB8/ng0bNuDm5kbPnj25ceMGBw8eJDQ0lGrVqrFq1SpmzJjBwYMHCQsLMyryp0yZQuPGjfnqq68ICgpizJgxjB49msjISGJjY/n9998NmfP7fj0uKrBFRERERCTfktLuPtLyxy0rK4uFCxfy9ttv06VLF6pUqcJrr73GwIEDiY2N5c6dO7z00kvExcWRmppKeno6e/bsoVmzZoaLf+3du5eUlBQaN27M5s2buXnzJlOmTKFGjRp4eHgwbtw47O3tWb16teF5HR0dCQ8Px83NjQoVKuSZb9CgQfj5+eHl5cXLL7/MH3/8wccff4y7uzudOnWiTJkynDx5Msd2mzdv5u7du0yaNInq1avzwgsvMGLECKPjXr58OV27dqVVq1ZUrVqV4cOH4+XllWeWOXPm0Lt3b1q1asVzzz1H8+bNiYiIIDY29r4j39nS09OJjo6mRo0a1KlTh9DQUPbu3QtAfHw827ZtY8yYMQQGBuLq6kpUVBTt2rXj1q1bLFmyBE9PT6KioqhWrRoNGjRgypQp/Prrr/z444+G5wgMDKRDhw4899xzdO3alfT0dEJDQ2nYsCHe3t68+uqrnDhxwvA65ef9elx0DraIiIiIiORbSUvbR1r+uN24cYNr165Rp04do/Z69eqRlpbGmTNnePHFF8nIyGDv3r1YWVlhY2NDp06d6NevH6mpqWzbto2AgADs7Ow4cuQIiYmJ1K9f32h/KSkpnD592vC7q6trvvK5ubkZHtva2lKmTBlsbf98zaytrXMtbk+cOEGVKlVwcHAwtPn7+xse37x5k99//x1vb2+j7fz8/Dh16lSO/d24cYPLly8zffp0Zs2aZWjPzMwkJSWFCxcu4O7uft/jKVOmDE5OTobfHRwcSEtLA+D48eOGDNmsrKwYPny44ZheeOEFo/15enpSqlQpjh8/TpMmTQDj18zGxgaASpUqGdqsra1JTU0FyPf79biowBYRERERkXxztHbAt5wXB3KZJu5bzgtHa4dctio82ecv/11GRgYAFhYW2NnZUb9+fXbs2IGNjQ0NGzakbt26ZGVlceDAAX744Qe6d+8O3Cs43dzcmDt3bo59lixZ0vA4u/C7HwsL4xKsRIn8Tyr++7H9fV/5XQcwTMEePnw4jRo1yrH8n0bh/8rKyirPZdnPbWZmluvyrKysXJdlZmZiaWmZYz9/ldfrlt/363HRFHEREREREck3e2s7etd/G99yxlOPfct50ad+qMlv1eXi4oKLi4thmnK2uLg4LC0tqVy5MnDv4lk7duxg165dNGzYEGtra/z9/Vm7di1nzpzhpZdeAsDDw4NLly7h4OCAq6srrq6uVKxYkSlTpvDzzz8X2nF5eXkRHx/PjRs3DG2HDh0yPHZ2dqZChQo5jvvXX3/NdX/Zr9O5c+cMx+Xq6srhw4eZNm1agWTOHgH/a8709HSCgoLYvHkzHh4exMXFGW1z7NgxEhMT8zV6nhtTv18qsEVERERE5IGUKenMoICexLw6mnFNhxHz6mgGBfTEpWTpQstw9uxZtm/fbvSze/duzMzMCAsLIzY2lhUrVnD27Fk2bdrErFmz6Nixo2GKdXBwMMeOHWP//v00bNgQgICAADZu3Iifnx9ly5YFoHXr1jg6OjJgwAD279/P6dOnGT58OD/88APVq1cvtONt2bIlLi4uvPfeexw7dow9e/Ywfvx4o3V69erFihUrWLNmDfHx8UybNs3oit1/ZWZmRnh4OMuXL2f58uWcO3eOb7/9lrFjx2JlZfWPI9P55ebmxssvv8zYsWPZuXMn8fHxREVFkZqaSkBAAN27d+fYsWN89NFHnD59mj179vD+++9Ts2ZNAgICHuo5Tf1+aYq4iIiIiIg8MHtrO5OOVm/atIlNmzYZtZUrV47t27cTHh6OlZUVy5YtY8KECZQvX55evXrRs2dPw7oVKlTA09OThIQEw6h2o0aNiImJMbo1loODA7GxsURHRxMeHk5GRgZeXl4sXry4UAvskiVL8q9//YuPPvqIzp074+joyKBBg4iMjDSs06VLFzIzM5k7dy7Xrl2jcePGvPHGG0a3zfqrsLAwrK2tWb58OZMmTcLFxYV27doRERFRYLknTJhAdHQ0ERERpKSk4Ovry5IlS3B2dsbZ2ZmFCxcyffp02rRpg729PU2bNuW9994zmiL+IEz9fpll5XWSQjGWPYXh7xcIeJIkJSVx9OhRvLy8CuVcAnkyqR9INvUFAfUD+ZP6gkDOfpCcnEx8fDxubm75Pl9Yng4ZGRkkJydjY2ODubm5qeM8ce732XiQ+lBTxEVEREREREQKgApsERERERERkQKgAltERERERESkAKjAFhERERERESkAKrBFRERERERECoAKbBEREREREZECoAJbREREREREpACowBYREREREREpACqwRURERERERAqACmwRERERESlSQkNDiYyMzHVZZGQkoaGhht89PT1Zv359vvZ74cIFPD092b17d76zrF+/Hk9Pz3yvL083C1MHENNKTknnVmIKKWkZlLS2oHQpGyzM9b2LiIiIiDwdfvrpJxwcHB7b/lu0aEHjxo0f2/6laFGBXYxdu3WXZVuO8OO+i2RkZlHSxoI3Q6rTrL4rjvbWpo4nIiIiIk+wtMRE0m4lkJH0B+Yl7bB0csTS3t7UsXIoW7bsY92/jY0NNjY2j/U5pOjQUGUxlZCYwqcr9rJt7wUyMrMASEpOZ9nmo/y/3WdJz8gwcUIREREReVKlXLvG8U+nsq//QA4OHc6+/gM5MTmGlGvXTB0th79PEV+2bBnBwcH4+PjQvXt3Zs2aRXBwsNE2Bw4coEOHDtSqVYuQkBDWrVuX5/7/PkXc09OT1atX06NHD3x8fGjcuDHz58832mbHjh106tQJX19fAgMDmTJlChn/+/s7OTmZadOmERISgre3N23atOHbb781er5mzZqxZcsWw3H07NmTK1euMG7cOOrVq0ejRo1yPOeXX35Jq1at8PHx4dVXX2XZsmVkZmY++Asq/0gFdjF143YyR85cz3XZmu9OcuN2SiEnEhEREZGiIC0xkZMz55Cw/4BR+619+zk1ay5piYkmSnZ/K1asYOrUqfTr148vv/ySBg0aMHv27BzrLV26lD59+rBlyxYaN27MqFGjOHv2bL6fJzo6mjZt2vDll1/Svn17pk6dSlxcHHCveA8PD8fPz4/169czfvx41qxZw4wZMwAYMmQIGzZsYOTIkWzcuJGmTZsyYMAAvvvuO8P+//vf/7Jy5UrmzJnDZ599xqFDh2jdujUWFhasXr2aTp06MXXqVE6cOAHA6tWriYmJoW/fvmzevJnBgwezcOFCJk+e/Cgvp+RCU8SLqYtX8/6H725KOknJ6YWYRkRERESKirRbCTmK62y39u0n7VZCoUwV37RpE998802O9tTUVGrXrp3rNosXL6Zr16688cYbAPTt25cjR45w+PBho/X69+9vGNWOiIhg5cqVHD58GFdX13xla9u2La+//joAgwcP5vPPP2fv3r3UrVuXf/3rX/j4+Bgu0ubu7s7HH3/M1atXOX36NN999x3z5s3jpZdeAmDAgAEcP36cefPmERISAkBaWhoffvghHh4eAAQEBLB//36GDRuGmZkZvXv3Zvbs2Zw8eRIPDw/mzZtHWFgYLVu2xNzcnOeee47ExETGjh3LoEGDsLbW6aEFRQV2MVW6VN7niZQwA2tL80JMIyIiIiJFRUbSH/dZnlQoOYKDg3n//fdztE+ePJlbt27laL958yYXL17Ez8/PqL1OnTo5CuyqVasaHjs6OgKQkpL/GZ7u7u5Gv9vb25OWlgbA8ePHadSokdHyZs2aAbBlyxZDpr+qW7cuU6ZMMWpzc3MzPLa1taVSpUqYmZkBGArmlJQUbty4weXLl5k7dy7z5883rJOZmUlKSgoXLlzIkVcengrsYqqcc0mcS9lw43ZyjmUNvZ/FycHKBKlERERE5ElnXtLuPstLFkoOOzu7XEeU7ezsci2wLSzulT5ZWVn33XeJEjnPpM3PdtmsrHL+LZ29vYWFhaHIza/MzExD/myWlpZGv+eWOXtbgPfee4/GjRtjbm48kFahQoUHyiL/TOdgF1NlnGwZ26shTg7G00E8KjvR6/Va2Fpb5rGliIiIiBRnlk6OOPn75brMyd8PSyfHwg2UTw4ODlSsWJH9+/cbtR88eLBQc7i7u3Po0CGjtqVLl9K2bVvDlO+9e/caLY+Li6NatWoP9XwuLi64uLhw/vx5XF1dDT+HDx9m2rRpD7VPyZtGsIuxKs86EjO4CZev/8G1hLtUKutAGSfbHEW3iIiIiEg2S3t7qg3oy6lZc7m1b7+h3cnfj2oD+j6Rt+rK1qtXLyZNmoS7uzu1a9fm+++/5+uvvy7UUdzw8HDat2/PtGnTeP311zl37hzz58+nS5cuVKtWjSZNmjB27FgAqlSpwubNm/nuu+8euhg2MzMjLCyMadOm8dxzz/HSSy9x4sQJxo4dS1BQUK6j7fLwVGAXc2WcbCnjZGvqGCIiIiJShFiXKYPH+xH/uw92EuYlSz6x98H+q86dO5OQkEBMTAw3b96kfv36tG3bNseI8ePk5eXFnDlzmDFjBosWLaJs2bKEhobSp08fAGJiYpg6dSqjRo3i9u3bVK9enZkzZxrO034YPXr0wNzcnJUrV/Lpp5/i4uJCu3btiIiIKKjDkv8xy3qQkwmKiewpG97e3iZOkrekpCSOHj2Kl5cXJQvpPBd58qgfSDb1BQH1A/mT+oJAzn6QnJxMfHw8bm5u2NjkfcHbp9n27dupXr260Yj1hx9+yLlz51i2bJkJkz1eGRkZJCcnY2Njk+McbOG+n40HqQ91DraIiIiIiBQLX375JX379mX//v1cvHiRDRs2sHHjRsMttUQelaaIi4iIiIhIsfDhhx8yceJE+vfvz+3bt6lcuTIjRoygXbt2po4mTwkV2CIiIiIiUiw4OTkxceJEU8eQp5imiIuIiIiIiIgUgCI3gj1y5EgyMjJyfPMUGhrKnj17jNpq167NypUrCzOeiIiIiIiIFFNFpsDOyMhg8uTJrF27lrZt2+ZYfuLECcaMGUPTpk0NbZaWloUZUURERETkiaebCIkYK8jPRJEosE+fPs3w4cM5f/48zz77bI7lV65c4datW/j5+VG2bFkTJBQRERERebJZWNz70z89Pd3ESUSeLNmfiezPyKMoEudg79mzBy8vL7766isqVaqUY/nx48cpUaIEVatWNUE6EREREZEnn7m5Oebm5ty+fdvUUUSeKLdv3zZ8Ph5VkRjB7ty58z8uP3HiBKVKlSIqKoqdO3diZ2dH8+bN6devH1ZWVg/1nFlZWSQlJT3UtoXh7t27Rv+V4kn9QLKpLwioH8if1BcEcu8Hjo6OXL9+HUtLS0qWLImZmZmp4kkhysrKIjU1laysLL3nf5Fd8yUkJODi4pLnv5kP8rqZvMC+cOECISEheS7/6aef7jvt++TJk6SkpFC3bl169uzJkSNHmDRpEpcuXSI6OvqhcqWlpXH06NGH2rYw/fbbb6aOIE8A9QPJpr4goH4gf1JfEMi9H1y8eBEzMzMVW1KsZWVlkZWVRWZmJhcuXPjHdfM7cGvyArtcuXJs2bIlz+XOzs733cf48eMZNWoUDg4OAHh4eGBpacmQIUMYNmwYZcqUeeBclpaWVKtW7YG3Kyx3797lt99+o0qVKtja2po6jpiI+oFkU18QUD+QP6kvCPxzP8jIyNC52MVIcnIyly5d4tlnn8XGxsbUcZ4oFhYW950afurUqfzv71EDPSpLS0vc3d0faR/m5uaG4jqbh4cHAJcvX36oAtvMzIySJUs+Uq7CYGtrWyRyyuOlfiDZ1BcE1A/kT+oLAuoHAklJSVy6dAlHR0f1hYfwIDM9isRFzu6nc+fOfPjhh0Zthw4dwtLSkipVqpgmlIiIiIiIiBQrJh/BLgitWrVi/Pjx1KpVi0aNGnHo0CGio6Pp2bMn9vb2po4nIiIiIiIixcBTUWB36dKFEiVKsGzZMj755BPKli1L9+7deeedd0wdTURERERERIoJs6ysrCxTh3jS/PLLL2RlZT30Lb4KQ1ZWFmlpaVhaWurqj8WY+oFkU18QUD+QP6kvCKgfyJ/UFx5NamoqZmZm1K5d+77rPhUj2AWtKHQ6MzOzJ/oLACkc6geSTX1BQP1A/qS+IKB+IH9SX3g0D3JLO41gi4iIiIiIiBSAp+Iq4iIiIiIiIiKmpgJbREREREREpACowBYREREREREpACqwRURERERERAqACmwRERERERGRAqACW0RERERERKQAqMAWERERERERKQAqsEVEREREREQKgApsERERERERkQKgAltERERERESkAKjAFhERERERESkAKrCLmMzMTGbMmEHjxo3x9fUlLCyMs2fPmjqWFLJbt24RFRVFYGAgtWvXpnPnzsTFxZk6lphYfHw8/v7+rF+/3tRRxEQ2bNhAixYt8Pb2pmXLlnz99demjiSFLC0tjZiYGIKCgvD39+ett97il19+MXUsKURz5swhNDTUqO3o0aO8/fbb+Pn5ERQUxOLFi02UTgpTbn3h3//+N+3bt8ff35/g4GAmTZpEcnKyiRI+nVRgFzFz5szhiy++4JNPPmHVqlWYmZnRq1cvUlNTTR1NCtGQIUM4cOAAU6dOZe3atTz//PP07NmT06dPmzqamEhaWhrvv/8+SUlJpo4iJvLll18yYsQIOnbsyFdffUWLFi0YMmQI+/btM3U0KURz585l3bp1fPLJJ2zYsIGqVavSq1cvrly5YupoUgiWLl3KjBkzjNpu3rxJjx49qFKlCuvWrePdd99l+vTprFu3zkQppTDk1hfi4uIYMGAAzZs3Z8OGDYwZM4avv/6asWPHmijl00kFdhGSmprKkiVLePfdd2nSpAk1atQgJiaGK1eusHXrVlPHk0Jy9uxZduzYwejRo6lbty5Vq1Zl5MiRlCtXjq+++srU8cREZs6ciZ2dnaljiIlkZWUxffp0unXrRrdu3XB1daV///40atSIPXv2mDqeFKLvvvuOVq1a8eKLL+Lq6kpkZCSJiYns37/f1NHkMbpy5Qrh4eFMnz4dNzc3o2WrV6/GysqKMWPG4O7uTvv27enevTsLFy40UVp5nP6pL3zxxRc0bNiQd955B1dXVwIDA4mIiGDjxo0arCtAKrCLkGPHjvHHH3/QsGFDQ1upUqWoWbMmP//8swmTSWEqXbo0CxYsoFatWoY2MzMzsrKySEhIMGEyMZWff/6ZVatWMWnSJFNHERM5c+YMFy9e5LXXXjNqX7x4Mb179zZRKjEFJycnvv/+ey5cuEBGRgarVq3CysoKLy8vU0eTx+jw4cM4OjqyceNGfH19jZbFxcVRr149LCwsDG0NGzYkPj6e69evF3ZUecz+qS+EhYUxbNiwHNukp6eTmJhYWBGfehb3X0WeFJcvXwagQoUKRu3PPPMM//3vf00RSUygVKlSNGnSxKjt66+/5ty5c7z44osmSiWmcvv2bYYNG8aoUaNy/Nsgxcdvv/0GQFJSEj179uTIkSNUqlSJvn37EhwcbNpwUqhGjhxJREQEISEhmJubU6JECaZPn07lypVNHU0eo+Dg4Dw/65cvX8bDw8Oo7ZlnngHg0qVLuLi4PPZ8Unj+qS/UrFnT6PfU1FQ+++wznn/+eZydnQsjXrGgEewi5O7duwBYWVkZtVtbW5OSkmKKSPIE2Lt3LyNGjCAkJER/SBdDY8aMwc/PL8fIpRQv2SMPH3zwAa1atWLJkiW88MIL9OvXj507d5o4nRSm06dPU6pUKWbPns2qVato164dH3zwAceOHTN1NDGR5OTkXP92BPT3YzGWnp7OsGHDOHXqFKNHjzZ1nKeKRrCLEBsbG+Det03Zj+HeP462tramiiUm9O233/L+++/j6+vL1KlTTR1HCtmGDRuIi4tj06ZNpo4iJmZpaQlAz549adu2LQBeXl4cOXKEzz77jICAAFPGk0Jy8eJFhg4dytKlS6lbty4A3t7enDp1ipkzZzJ79mwTJxRTsLGxyXF+bXZhXbJkSVNEEhNLTExk8ODB7N69mxkzZuSYSi6PRiPYRUj29M+rV68atV+9epXy5cubIpKYUGxsLO+++y6BgYEsXLjQ6EsXKR7WrVvH9evXDbfj8ff3B2D06NG0bNnSxOmkMGX/P+Dv00CrVavGhQsXTBFJTODgwYOkpaXh7e1t1O7r62s4jUCKn/Lly+f6tyNAuXLlTBFJTOjq1at06dKFffv2sXDhQs1+fAw0gl2E1KhRA3t7e3bv3m04l+r27dscOXKEt99+28TppDB9/vnnfPzxx4SGhjJixAhKlNB3ZcXR5MmTc9y78uWXX2bgwIG0aNHCRKnEFGrWrImdnR0HDhwwjFwCnDhxQufeFiPZX8QfP34cHx8fQ/uJEydwdXU1VSwxsXr16vHFF1+QkZGBubk5ADt37sTNzU3nXxczCQkJdOvWjcTERD7//HM8PT1NHemppAK7CLGysuLtt99m8uTJODs7U7FiRT799FPKly9Ps2bNTB1PCkl8fDzjx4+nWbNm9O7d2+gKoDY2Njg4OJgwnRSmvEYeXFxcqFixYiGnEVOysbEhPDyc2bNnU65cOXx8fNi8eTM7duxg6dKlpo4nhcTHx4e6devywQcfMHr0aMqXL8+GDRvYuXMnn3/+uanjiYm0b9+eRYsWMXLkSMLDwzl48CDLli3TvY+LoQkTJnD+/HkWLVqEs7Mzv//+u2GZs7Oz4QsYeTQqsIuYgQMHkp6ezqhRo0hOTqZevXosXrw4x8Ur5On1zTffkJaWxtatW3Pc/7xt27ZMnDjRRMlExJT69euHra0tMTExXLlyBXd3d2bOnEmDBg1MHU0KSYkSJZgzZw7Tpk1j+PDhJCQk4OHhwdKlS/Hz8zN1PDERFxcXFi1axLhx42jbti1ly5Zl2LBhhus1SPGQmZnJli1bSEtLo1u3bjmWf/fdd1SqVMkEyZ4+ZllZWVmmDiEiIiIiIiJS1OnETREREREREZECoAJbREREREREpACowBYREREREREpACqwRURERERERAqACmwRERERERGRAqACW0RERERERKQAqMAWERERERERKQAqsEVERJ5AWVlZpo5Q4J7GYxIREfkrFdgiIlLkHDp0iKFDhxIUFISPjw8hISGMGjWK8+fPmzqakd27d+Pp6cnu3bvzvU1qaioTJkxg06ZNhrbIyEiCg4MfR8QcIiMj8fT0NPqpUaMG/v7+vP766/zrX/964H1evnyZ3r17c/HixQLLuXPnTgYMGEDjxo3x9fWlefPmTJw4kWvXrhmtFxwcTGRkZIE9r4iIyD9RgS0iIkXKihUr6NSpE9evX+e9995j4cKF9OnTh59//pn27dtz+PBhU0d8JFevXmXp0qWkp6cb2vr168esWbMKLUPZsmVZtWqV4WflypVER0dTpkwZxo0bxxdffPFA+/vPf/7Dtm3bCizflClT6NGjBxYWFowcOZL58+fTpUsXNm/eTIcOHQq0kBcREXkQFqYOICIikl979+5l3LhxdOnShZEjRxraGzRoQEhICO3atWP48OFs3LjRhCkLXuXKlQv1+aysrPDz88vRHhQURLNmzVi7di2dOnUq1EzZtmzZwoIFCxg+fDjdu3c3tDds2JCgoCDatGnDxx9/zLx580yST0REijeNYIuISJGxePFiHBwcGDJkSI5lzs7OREZG8vLLL5OYmGho37JlC+3atcPf358XXniBqKgoEhISDMtnzpzJK6+8wrfffkurVq3w9vbm9ddfZ9++fezfv58333wTHx8fWrVqxc6dO422Cw4O5vvvv+eVV17B19eXN99802id3Jw4cYLevXtTu3ZtateuTf/+/Q1T2y9cuEBISAgAw4cPN0wL//sU8YyMDFasWMFrr72Gj48PQUFBTJ48mZSUFMM6kZGRdO/enXXr1tG8eXNq1apF69at+eGHHx7kJTdiaWmJjY2NUVtGRgYLFiygVatW+Pj44OfnR6dOnQyvw/r16xk+fDgAISEhRtO116xZQ8uWLalVqxZBQUHMnDnTaOQ+N/Pnz6datWp069Ytx7LKlSszbNgw6tSpQ2ZmpqE9LS2N6OhoXnjhBfz8/AgLC+Ps2bNG265Zs4Z27drh5+eHj48Pr7/+Olu2bDEsX79+PTVr1uTAgQN07NgRb29vgoKCWLhwodF+rl69SkREBPXr16devXpERUURExOTY4r/wxy7iIg8+VRgi4hIkZCVlcVPP/1EQEAAtra2ua7zyiuvMGDAAOzt7QGYM2cOERER+Pr6MmPGDPr3788333xDaGgoycnJhu0uX77MhAkT6NOnD9OmTSMhIYGBAwcyZMgQOnTowNSpU8nMzCQiIsJouxs3bvDBBx/w1ltvMX36dGxtbenVqxe//vprrvni4+MN09snTpzIuHHjOH/+PJ07d+b69es888wzhqngffv2zXNaeFRUFOPHjyc4OJi5c+fSpUsXYmNj6devn9GFxH799VcWL17MwIEDmT17NhYWFgwcONDoC4a8pKenG35SU1O5dOkS0dHRxMfH06ZNG8N6kydPZvbs2XTs2JFFixbx0UcfcfPmTQYNGkRSUhJBQUH07dsXgFmzZtGvXz/gXqH84YcfEhAQwLx58+jSpQsLFy4kKioqz0y///47x44dIygoCDMzs1zX6dSpE7169aJEiT//xNmyZQsnT55k4sSJREVFcejQISIiIgzLV6xYQVRUFCEhIcyfP59PP/0US0tLhg4dyqVLlwzrZWZmMnjwYFq0aMGCBQuoU6cOkydP5scffwTunT/frVs3fvnlF0aMGMGECRM4duwYS5YsMcr4MMcuIiJFg6aIi4hIkXDz5k1SUlKoVKlSvtZPSEhg7ty5vPnmm4wePdrQ7uHhQZcuXVi/fj1vvfUWAHfv3mX06NEEBgYCcPr0aaZMmcK4ceN44403gHsjtQMHDiQ+Ph4vLy/DdmPGjDEUnA0bNqRp06YsWLCAGTNm5Mg0a9YsbGxsWLp0qeFLgICAAJo2bcqiRYv44IMPDPuuXLkyNWvWzLGPU6dOsXbtWgYPHmwoXF944QWeeeYZhg0bxvbt22nSpAkAd+7cYf369YYp5iVLluTtt99m165dNG/ePM/X7uLFizz//PM52qtUqcLo0aPp3LmzoS17xDY0NNTQZmNjw7vvvsvx48fx9/c3PL+XlxeVKlXizp07zJ07l44dOzJq1CgAXnzxRZycnBg1ahQ9evSgevXqOZ7/8uXLAPnuA9nKlSvHnDlzsLS0BODs2bPMmzePxMRE7O3tOX/+PGFhYfTv39+wTaVKlWjXrh2//PILzz77LHDvS55+/frx5ptvAlCnTh22bt3Ktm3baNy4MRs3buTMmTOsW7eOWrVqAX/2iWwPe+wiIlI0qMAWEZEiIXtEMiMjI1/r79+/n9TUVF577TWj9rp161KxYkV2795tKLABateubXhcpkwZAKPzkJ2cnAC4ffu2oc3c3JyWLVsafrexsSEwMDDPadi7du2iQYMG2NjYGKYD29vbU7duXf7zn//k67j27NkDkOO4WrZsyfDhw9m9e7ehwHZ2djY6f7t8+fLAvS8G/knZsmWZO3cucO+Ljfnz53Pu3DnGjx9PnTp1jNadMmUKcG80/+zZs8THx/Pvf/8buDc1Ozf79u3j7t27BAcHG02Lzp5GvWPHjlyLzOw+8Nfp3/nh4+NjKK4BnnvuOeDee2lvb2+Ytn7nzh1+++03fvvtN8MU978fg7+/v+GxlZUVzs7OJCUlAffe3+eee85QXMO99/ell14yXEn+YY9dRESKBhXYIiJSJDg5OWFnZ2c0ZffvkpKSSE1NxcnJyTANOrtY/qsyZcpw584do7bsEeW/+vv5xn/n7OxsVLgBuLi45DkF+9atW2zZssXo3N6/7is/svddtmxZo3YLCwtKly5tdFx/n0qfPa36fgWqlZUV3t7eht/r1atHhw4deOedd1izZg1Vq1Y1LDt06BBjx47l0KFD2NjYUK1aNSpWrAjkfd/rW7duAfDOO+/kuvzq1au5tleoUAEzM7N/vEr47du3MTc3x87OztBWsmRJo3X+XqifO3eOqKgodu3ahYWFBVWrVsXT0zPXY/h7nyhRooRhnZs3b+Li4pIj01/74MMeu4iIFA0qsEVEpMh48cUX2b17NykpKVhbW+dYvn79esaNG8fnn3+Oo6MjANeuXcPd3d1ovd9//90wivkobt26RVZWltH5wNeuXcu1yAJwcHCgUaNG9OjRI8cyC4v8/S85+7h+//13o6nSaWlp3Lx5k9KlSz/IIeSLra0t48ePp0OHDowYMYKVK1diZmZGYmIi4eHheHp68tVXX+Hu7k6JEiX44Ycf+Oabb/LcX6lSpYB7529XqVIlx/LcvhSBe19CPP/88/z4448MHTo01/Ow586dy/Lly9m6dSsVKlS477FlZmbyzjvvYGlpyerVq6lZsyYWFhacOnXqga9GX65cuRwXTwO4fv264fHDHruIiBQNusiZiIgUGWFhYdy6dYuYmJgcy65fv86iRYtwdXXFz88PX19frKys2LRpk9F6cXFxXLp0yWhK+MNKS0szXOAKIDk5me3btxMQEJDr+vXr1+fUqVN4eXnh7e2Nt7c3tWrVYunSpWzduhW4N+38n9SvXx8gx3Ft3ryZjIyMHFO4C4q3tzcdOnRg3759/N///R8AZ86c4datW3Tt2pXq1asbRoa3b98O/DlC/NcLjgH4+vpiaWnJlStXDK+Dt7c3lpaWTJkyhQsXLuSZo2fPnpw4cYLly5fnWHbmzBnWrFlD/fr181Vcw71R5/j4eN544w18fHwMX3T8/Rjyo379+pw/f56jR48a2lJSUgz7gkc7dhERefJpBFtERIoMPz8/Bg0axLRp0zh9+jRt27aldOnSnDx5kiVLlvDHH3+wYMECzMzMcHJy4p133mHWrFlYWloSEhLChQsXmD59OtWqVaNdu3YFkmnEiBEMHjwYFxcXFi9eTFJSkuHiY3/Xr18/OnXqRO/evencuTPW1tasWrWKb7/91nBRNAcHBwB27tyJu7s7vr6+RvuoVq0abdu2ZdasWSQnJ9OgQQOOHj3KrFmzaNCgAY0bNy6Q48rN4MGD+frrr5kyZQrNmjXDzc0Ne3t75s2bh4WFBRYWFnzzzTesXbsW+PNc7+xR261btxIYGIi7uzvh4eFMnz6dxMREGjRowJUrV5g+fTpmZmbUqFEjzwwtWrTgP//5D+PGjePAgQO88sor2NnZcejQIZYsWUKpUqWYMGFCvo/JxcWFihUrsmLFCsqXL0+pUqX46aefWLZsmdEx5EerVq1YsGAB/fv3Z9CgQZQqVYolS5Zw/fp1w4XSSpcu/dDHLiIiTz4V2CIiUqT07duXmjVrsmLFCiZMmMCtW7coX748gYGB9OnTx1DIALz77ruUKVOG2NhY1qxZg5OTE6+88gqDBw/O81ZfD2rMmDGMHz+eGzduULt2bVauXImrq2uu69aoUYMVK1YQExPDsGHDyMrKwsPDg9mzZxvuf21vb0+PHj1YtWoV27ZtY8eOHTn2M27cOFxdXVm3bh2LFy/mmWeeITQ0lP79++cYLS5IpUuXZtCgQXz00UfMmDGDkSNHMmfOHKKjoxk0aBB2dnZ4eXkRGxtLr169iIuLIzg4mAYNGtCoUSOmTJnCzp07WbBgAYMHD6Zs2bJ8/vnnLFq0CEdHRwICAhgyZIjhS4a8fPLJJzRo0IDVq1czevRoEhMTqVixIu3btyc8PDzf57NnmzNnDuPGjSMyMhIrKyuqVavG3LlzGT9+PHFxcUZXSP8nFhYWLF68mHHjxjFmzBgsLCxo3bo1pUuXJj4+3rDeoxy7iIg82cyy8roCiYiIiORp5syZzJo1i+PHj5s6ijwhTp48yZkzZ3j55ZeNzg9v3749FSpUyPO+5iIi8vTQCLaIiIhIAUhKSmLQoEG89dZbNGvWjIyMDL766isOHz7M0KFDTR1PREQKgQpsERERkQLg6+vLtGnTWLx4MRs2bCArK4uaNWuyaNEiGjZsaOp4IiJSCDRFXERERERERKQA6DZdIiIiIiIiIgVABbaIiIiIiIhIAVCBLSIiIiIiIlIAVGCLiIiIiIiIFAAV2CIiIiIiIiIFQAW2iIiIiIiISAFQgS0iIiIiIiJSAFRgi4iIiIiIiBQAFdgiIiIiIiIiBeD/A7V3IHnLehJMAAAAAElFTkSuQmCC", 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", 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v3j3hyy+/tEgSjduOGjXKYh/vv/++8NZbbwk6nc60LCEhQQgPDxeGDRtmWhYQECAsXLjQ6jEkJCQI1atXF7766iuLfU+fPt30hdp8+8TERKFmzZrC5MmTLbbfunWrRdI1btw4ISAgQLh7965pm5MnTwoBAQHCTz/9JAjCf0nrs2fPTNs8ffpUaNq0qfDbb78JiYmJQkhIiLBgwQLT+pUrVwphYWE2v6QYf1Q5fPiw1fXWBAQECJ07d7ZYNmrUKKFu3bqm2yNHjhTWrl1rsc2BAweEgIAA4ezZs4IgvPoSm/bL8MOHD4WAgADTOTh//nwhODhYePLkiWmbBw8eCNWrVzcl2Ldu3RICAwOFFStWWDzevHnzhODgYCE2Ntbqcdy/f18IDAwUdu7caVq2ePFiISwsTFCpVMKzZ8+EgIAAYdeuXab1iYmJwldffSVcvXo10+fJyJgEKJXKDLcLDw83ffG1J8G2dtua69evCwEBAcLSpUstlhsTUmOyZk/yaXTq1CmhefPmQkBAgCnp6d69u7B582ZBq9WatsvsnLXn/cCe+PV6vdCwYUOhV69eFtvcvXtXqF69ujBz5ky7j7FZs2am4zK/VKtWTfjggw+E48ePm7bN7vvg0aNHhYCAAGHfvn0W9xs9erTQsGFDi+fQ3DfffGOR5GXGnudXrVYLvXv3ThfLmjVrhICAAOHp06emY8jsPWrMmDFCgwYNLM71s2fPCgEBAabzNLvHbkywJ02aZLF80KBBQuPGjQW9Xi/o9XqhcePGwtixY03r9+3bJwQGBgoPHjyw+TxZS7Aze2+KiYkRAgMDhcuXL5u2SU1NFd566y1h8+bNwqFDh9K9fwjCqx/2AgICTD9i9ejRQwgODjb9SCEIgimZv3fvnmnZZ599JtSuXVsQhFc/UjRu3Fjo06ePxb7//PNPISAgQPj999+tHmd8fLzNH7PNf1DSarUWn5MBAQFC165dLbYfNmyYEB4eLiQmJlrso3Xr1sL7778vCELWEuxq1apZnFuXLl0SAgIChJiYGKvHQlSYsIk4USHm7OyMyMhIi2bi+/btQ9u2bdP1C/X19cWGDRtQp04dPHr0CH/99RdiYmJw9uxZu0YgrVOnjsXtcuXKITExMdP7TZw4EdWrV0f16tURHByMFi1aYMeOHRg4cGC65tEBAQGm60qlEhcvXkTbtm3h5ORkWu7h4YFmzZrZPTLt+fPnodVq0zWnHj9+PNasWZNu+3PnzkGlUiEyMhI6nc50MTaPMx+R2Nvb26L/trGZp3GE6TNnziA0NNSib2vJkiXx+++/IzIyEu7u7mjVqhV2795tWv/DDz/grbfegouLi9XjMTYDzMrIzwBQu3Zti9tp/35z5sxBr169EBsbi3PnzmHnzp2muNKeH+ZNXY3HbGzmePz4cYSFhcHX19e0TZkyZRAWFma6ffz4cQiCYPU5VqvVFk0WzZUtWxa1a9fGvn37TMv27duH1q1bw9nZGcWLF0flypUxadIkjB8/Hvv374cgCIiOjrY4tzIj/H+zVGvNMc1JJJLXnsrJ/Ph1Oh0MBgNOnjwJAHjnnXcstm3Xrh2cnJxsnvsGg8FiX3q93rSuTp06+PnnnxETE4OBAwciODgY58+fx5QpUxAVFYXU1FQAmZ+z5vszZ34+2RP/7du38fz583TblC9fHmFhYVkeebpZs2bYvn07tm3bhlmzZqF06dKoUaMGFi1aZDE2Q3bfB//66y+IRCI0adIk3Tn7/PnzdE3ojbL7es3o+ZXJZFi9ejXatm2LZ8+e4dSpU9iyZQt+//13AJav18zeo44fP44mTZpAoVCYtgkLC0OZMmVe+9iN2rZta3G7ZcuWePLkCW7dugWxWIwOHTrg559/NsX0/fffIyIiwiIGe2X03nT69GmULVsWVatWNW0jl8vx448/omvXrjh58iScnJzSxfvuu+8CgMU5WalSJYtBJEuUKAFvb2+LsRCKFSuGpKQkAMCtW7fw5MmTdO95devWhZubm82R7m2dN3fv3jV9rhovaT/j0r7nnTx5Es2aNbPoNiGRSNCuXTtcvHgRKSkpVh/LlrCwMItzq1q1aihXrhxOnz6dpf0QFUQc5IyokGvTpo2p/6Crqyv++usvDB8+3Oq2u3fvxty5c/H48WMUK1YMVatWhbOzs12PY/4FDHj1xdGe5GLIkCGmUcTFYjHc3d1RpkwZi6TZqHjx4qbrSUlJEATBYpn5dsYvLpkxDgTl7e2dpe2NfXrTevbsmel62ufE+KOG8UtRfHw8ypYtm+Hjvf/++9i9ezdOnz4NmUyGGzduYNq0aTa3N37pfPjwoc1tYmNj4erqCrlcblqWNmFP+/e7ePEipk2bhosXL8LZ2RmVK1c2PVbav7P5cRsTCOM2sbGxqF69erqYSpQoYeoLbHyO27VrZzX+p0+f2jy29u3bY+rUqYiLi8OTJ09w8+ZNTJ48GcCr53/NmjVYtmwZfvnlF3z//feQSqVo0aIFpk6dimLFitncrznz57hChQpWt0lOTkZsbGy2kgBzaZ+rIUOGmBL7tIOOSSQSeHl52Tz3J0yYYNHntEyZMjh48KDptlgsRt26dVG3bl0AQEJCAubPn49vv/0W27dvR48ePew6Z4GM3w8SEhIyjd94Dth6ff/777+ZxmCuWLFiCA4OBgCEhISgevXq6NSpE/r164etW7davBay8z4YHx8PQRBQq1Ytq+ufPXtmtb++8fx49OhRunERjJ4/fw4vLy+LH3Qye7/9448/8NVXX+HWrVtwdXVFYGAgXF1dAVi+XjN7j4qNjYWPj0+6mMz/dtk9dmv7AmB6PON50qlTJyxfvhw///wzGjRogGPHjmH69Ok295eRjN6b4uPjrR6rUUJCQrq/g3n85q87Nze3DB87LeP5Pm3aNKvv7+afK+a8vLzg4uKS7v2+dOnSFlNdLlmyBNeuXbPYJu1rKyEhwebrTRCEdNM7ZqZkyZLplvn4+Nj1wztRQccEm6iQa9y4Mdzd3XHgwAG4u7ujbNmyqFGjRrrtTp8+jXHjxqFHjx4Wg+rMnDnTZsUwJ5QpU8b0xTcr3N3dIRKJ8OLFi3Trnj9/bney5OHhAeDVF8mKFSualj9+/Bh3795NV9k1bj979myryZW1Lyi2uLu7IzY2Nt3yv/76C2XLlkW5cuUQHh6O8uXL46effoJUKoWfn1+66pW5oKAgFC9eHEeOHEH37t2tbjN16lQcP34cR44csesHlOTkZPTt2xeBgYHYu3cvKlWqBLFYjMOHD+PAgQN2Hy/wqmpkPniakfky43O8fv16U1Jg7o033rC5/7feeguff/45fvnlF9y9exelS5e2mPbK19cXU6dOxZQpU3DlyhX89NNPWLVqFTw9PTP84cJcZGQkZs2ahQMHDticC/mXX36BwWBA8+bNAaRPXIwyqwqlnQ++ZMmS+O233wC8Os/Nk12tVou4uDh4eXlZ3deQIUMszgnjtE/Dhw9HfHw81q1bZ7G9p6cnJk2ahH379pmmpMrsnLVnxHRjZS+j+I2vX1uvb1vHaK9KlSph2LBh+Prrr7FkyRKMHDkSQPbfB93d3eHi4oINGzZYXe/n52d1eb169SCVSnH48GE0adLE6jYDBgyASqWyOmClNffu3cPgwYPRvHlzrFixwlRF3LRpE/744w+79mGU0evV398fQPaP3ciYSBsZ/+bGZNf4Pvjjjz8iKSkJCoUCrVq1ytJx2MPd3d3qwILnzp2Dm5sbPD09ERcXB51OZ5FkG5Pf1zknje95Y8eOtTpNX0ZTKjZv3hwHDx5EcnKyKbGXyWQWn6v2fB56enrafL0Br47PeN289QsAqwOxGX80MPfixYsCNysHUXawiThRISeTydC8eXP8/PPP+PHHH21WBc+dOweDwYChQ4eavlTq9Xr8+eefAP5LDMxHInUkFxcX1KhRA/v377f4sE9KSsKhQ4fSJca2hISEQCqVmpIWo/Xr12PYsGHpEoaaNWtCKpXi6dOnCA4ONl2kUinmzJmT4cjPadWpUwfnz5+3+AIbGxuLfv36meIRiUTo2LEjfv31V/z666/o0KFDhvsUi8Xo1asXDh06lO6YAODUqVM4ePCgqdm0PW7duoX4+Hj07NkTVapUMZ0DR44cAZC15q1169bFuXPnTF/UgFdf4M6fP2+xDQDExcVZPMfx8fGYP3++1S9uRu7u7mjWrBl+++03/PTTT3jnnXdM8Z47dw4NGjTA33//DZFIhKCgIIwYMQIBAQF48uSJ3cdQsWJFvP3221i+fLnVSur9+/cxe/ZshIWFoV69egD+q2iZj4BtfF7NpX19mR9/cHAwfH19TV/A9+zZY7Htvn37oNfrbZ77ZcuWtdiXcYR9Pz8/HD9+3OJvYPTs2TMolUpTc1J7ztnM2BO/v78/SpQokW6b+/fv4/z58zarpVkRFRWFgIAArFmzBrdv3waQ/ffB8PBwKJVKCIJg8Rxfv34dS5YssZhhwJyHhwfef/99bN26FX///Xe69Xv37sWlS5fw3nvv2X1c//zzD9RqNQYMGGCRzBiT66x0W6hbty6OHDliMbr75cuXLd7nsnvsaeMy2rdvH0qXLm2RmL///vv4888/sXv3brRp0ybDanB21alTB/fv38fVq1dNyzQaDT799FNs3boV4eHh0Ov16UZHN3aVsfczx5qKFSvCx8cHDx48sHgOS5UqhTlz5mTYYmPAgAHQ6/WYMGECNBpNuvWpqal2jd5dt25d/P777xaVeL1ej3379iE4OBgymcz0Pmb+fqnVaq2eu+fOnbP4Me7SpUt48OAB6tevn2ksRAUdK9hERUDbtm0xYMAAiMVim3Mfh4SEAAA+++wzdOrUCYmJiYiJicGVK1cAvPqF2s3NDR4eHnjx4gUOHz6cYbO/vDBq1Cj06dMHffv2RY8ePaDVarFy5UpoNBoMGTLErn14e3ujZ8+eWL9+PWQyGerVq4eLFy8iJiYGI0eOTNcc0MvLC3379sWCBQuQnJyMiIgIPH36FAsWLIBIJLLov5eZXr164YcffkCfPn0wcOBAyOVyrFixAiVLlkT79u1N23Xs2BGLFi2CIAgWyzPa76lTpzB06FB07tzZNJ/x6dOnsXHjRlSpUgXjxo2zO05/f3+4ublh+fLlkEgkkEgkOHDggKm6auwbaY+ePXti06ZN6NOnj2lKrSVLlkCj0Zh+zAgICMC7776LSZMm4eHDh6hRowZu376NefPmoWzZsjabZRu1b98egwcPhl6vN/WPBF71AXR2dsbYsWPx6aefonjx4vjzzz9x+fJl9OzZE8CrL9T//vsvSpUqlW5qJHNTp07Fs2fP0K1bN3Tv3h0NGjSAWCzGuXPnsH79ehQvXhxz5841JWL16tWDQqHA119/jeHDhyMlJQWLFy9OV1ny8PDAv//+i5MnTyIkJMTqjyCVK1dGhw4dsHjxYqSmpiIiIgKXL1/G4sWLERERgUaNGmX6dzDXu3dv/Prrr/j444/RrVs3REREQKFQ4Nq1a1izZg2qVKmCjh07Asj8nLWnGak98YvFYowcORLR0dEYMWIE2rdvj7i4OCxevBienp45Mie0RCLBhAkT0KtXL3zxxRdYvXp1tt8HmzRpgrp162LQoEEYNGgQKlWqhL///huLFi3Cm2++mWEXlJEjR+LixYv46KOP0L17d0RERECn0+GPP/7A1q1b0bhxY/Tt29fu46pevTokEglmzZqF3r17Q6PRYOfOnTh06JDpGOw1cOBA7N+/H3379kXv3r2RmJhoeq8zvl5f59gBYOPGjXB1dUW1atWwb98+/PHHH5g5c6bFj5utW7fG559/jgsXLlhMD5aTOnbsiI0bN+KTTz7BsGHD4O3tjU2bNiE1NRVRUVEoV64cIiIiMGXKFDx79gzVqlXDyZMnsWrVKnTo0AGVK1fO9mM7OTlhxIgRmDx5MpycnNCsWTMkJiZi6dKlePr0qdVuNUZVqlTBnDlzMG7cOLRv3x4ffPABAgMDodPpcO7cOWzfvh0vXrzI9BwaMmQIjhw5gp49e6J///6QyWSIiYnB/fv38c033wB4VeUOCwtDTEwM/Pz84OXlhY0bNyI1NTVdNyOVSoV+/frhk08+QUpKCubNm4eAgADOxU1FAhNsoiKgQYMG8PDwQOnSpVGpUiWr20RERGDy5MlYu3YtfvrpJxQvXhwRERFYvHgxBg8ejDNnzqBJkybo2LEjDh8+jMGDB2Po0KHpBnzJS/Xr18fatWuxcOFCjBw5EjKZDHXq1MGMGTNs9me0ZsyYMShevDg2b96MNWvWoGzZspgwYQK6detmdfvhw4ejRIkS+Pbbb/HNN9/A09MT9evXx8iRI63Oq2tL6dKl8e2332LWrFmIjo6GTCZDeHg4Zs2aZZF4+fr6omrVqvDy8kLp0qUz3a9UKsXSpUuxZcsW7Nq1Cz/++CM0Gg3Kli2LAQMGICoqymrTa1vc3d2xdOlSzJw5E8OGDYOrqyuCgoIQExODfv364fTp0+nmCbfFw8MDGzZswJdffomxY8fC1dUV3bp1g4uLi8UXtOnTp2PFihX47rvv8OTJE/j4+KBt27YYPny41f755ho1agRPT0+UKlXK4jyQy+VYs2YN5syZgy+//BKJiYmoUKECPvvsM1MC+ezZM3Tp0gVDhgzBp59+muFzsnbtWuzYsQPff/89tm7dCr1ejwoVKqBfv37o3r27RZXN3d0dCxcuxJw5czB48GCUKVMGQ4YMwQ8//GCx3969e+Orr75Cnz59sHbtWpvdAb788kv4+flhx44dWL16NUqWLImoqCgMHjw4y61MPD09sWXLFqxatQoHDx7E5s2bodVqUaZMGbz99tvo37+/KdHP7Jy1t5+mPfF37NgRrq6uWLFiBQYPHgw3Nzc0atQII0eOTNdvN7vq16+P1q1b48CBA/j111/RokWLbL0P9u/fHytXrsSCBQuwYsUKvHz5Er6+vujVq5fVudnNeXh4YOPGjYiJicH+/fvx3XffQRAE+Pn5ITo6Gp07d850QD1zfn5+mDNnDhYvXoxPPvkEnp6eCA0NxcaNGxEVFYXTp0+bWi/Ys6/Vq1dj5syZGDp0KHx8fDBgwAAsW7bM9B4iFouzfezAqx8z1qxZg/nz56NcuXKYO3duupZWcrkc9evXx9WrV3Ok9YI1bm5uiImJwcyZM/Hll19Cp9OhZs2a2Lhxo6klwIoVK7Bw4UJs2LABsbGxKFu2LEaMGJEjP/h07twZrq6u+Oabb7Blyxa4uLigVq1amD17tsXgaNa0aNECu3fvxubNm7F9+3Y8fPgQgiCgXLlyaNu2Lbp27ZrpD5NVqlTBt99+i7lz52LChAkQiUQICQkxDfpn9PXXX+Pzzz/HpEmT4Obmhvfffx9hYWHYtm2bxf7q1KmDevXqYeLEiQBeda0ZO3asqWsKUWEmEl53iFMiIspVT58+RWRkJObOnYvWrVs7OpzXcuHCBcTHx1v0N9XpdGjatCnatWuH6OhoB0ZHROb++usvSKVSiwQrISEBDRs2xNixY00tP3JbamoqmjRpggEDBqB379558piUfVFRUQBetU4gKopYwSYiyqcuX76M3377DQcOHEDZsmXRokULR4f02h49eoQRI0Zg8ODBCA8Ph0qlwnfffYekpCR88MEHjg6PiMxcunTJ1EKoevXqiIuLw5o1a+Du7p4nTX0fPnyI77//3tQHvnPnzrn+mEREr4sJNhFRPqVWq7F27Vr4+vpi/vz5mTaNLgjatGmD+Ph4fPvtt1i9ejWkUilq1qyJmJgYm90XiMgxjH24N2/ejMePH8PFxQXh4eGYMWOG3VMbvg6xWIyNGzfCxcUFc+fOzVIXHCIiR2ETcSIiIiIiIqIckD/m2yEiIiIiIiIq4JhgExEREREREeUAJthEREREREREOYCDnFlx7tw5CIIAqVTq6FCIiIiIiIjIgbRaLUQiEcLCwjLdlhVsKwRBAMd+K7gEQYBGo+HfkAo8nstUWPBcpsKA5zEVFjyXsy4r+SEr2FYYK9fBwcEOjoSyQ6lU4vLly6hcuTJcXFwcHQ5RtvFcpsKC5zIVBjyPqbDguZx1Fy9etHtbVrCJiIiIiIiIcgATbCIiIiIiIqIcwASbiIiIiIiIKAcwwSYiIiIiIiLKAUywiYiIiIiIiHIARxF/DXq9Hlqt1tFhUBpqtdr0v1jM35DyilQqhZOTk6PDICIiIiJyGCbY2SAIAp48eYL4+HhHh0JWGAwGSCQSPHr0iAl2HitWrBhKlSoFkUjk6FCIiIiIiPIcE+xsMCbXJUuWhIuLC5OJfEav10OtVkMul7OimkcEQYBSqcSzZ88AAKVLl3ZwREREREREeY8Jdhbp9XpTcu3j4+PocMgKvV4PAHB2dmaCnYcUCgUA4NmzZyhZsiSfeyIiIiIqcth+NouMfa5dXFwcHAlR/mN8XXBsAiIiIiIqiphgZxObhROlx9cFERERERVlTLCJiIiIiIiIcgAT7CIoMjIS48ePd3QYREREREREhQoHOSuCFi9eDDc3N0eHQUREREREVKgwwS6CqlWr5ugQiIiIiIiICh02ES+CjE3EHzx4gMDAQPz4448YOnQowsLCULduXUycOBEpKSmm7QVBwKZNm9CuXTuEhISgZcuWWLVqFQRBMG1z7NgxdOvWDbVr10ZERARGjRqFx48fm9bv3LkTwcHBOHPmDDp16oTg4GC0bt0aBw8exK1bt/DRRx+hZs2aaNmyJfbt22cR76NHjzBy5EiEh4ejZs2a+Oijj/Dvv/9m69hXr16N5s2bIyQkBF27dsXBgwcRGBiIEydOAAAWLVqEli1bYvHixYiIiECLFi0QFxcHvV6PTZs24Z133kFISAiaNm2K2bNnQ61Wm/Y9fvx4REZGWjye8TneuXMnAODEiRMIDAzE0aNH0b17d9PzGRMTk63jISIiIiKi/IMJNmHKlCkoU6YMli5dir59+2LHjh1Yvny5af3cuXPx5ZdfokmTJli2bBk6d+6MefPmYenSpQCAXbt2oXfv3vD19cXcuXMRHR2Nc+fOoUuXLnj58qVpPzqdDiNHjkTXrl2xdOlSyOVyjB49GgMHDkTTpk2xYMEClChRAuPGjcOTJ08AALGxsejatSsuXbqESZMmYc6cOTAYDOjevTtu3ryZpeNcvHgxZs+ejTZt2mDp0qWoWbMmRowYkW67R48e4ZdffsHcuXMxfPhweHl5YfLkyfjqq68QGRmJZcuWoXv37oiJicGgQYMsfmiw14gRI1CtWjUsWbIEDRs2xOeff46NGzdmeT9ElD8kqVMQr0qEVq9zdChERETkQGwiTmjSpAnGjRsHAKhfvz6OHTuGQ4cOYdSoUUhMTMTatWsRFRWFsWPHAgAaNmyI2NhYnDlzBgaDAbNmzUKDBg0wb9480z5r1aqFtm3bYs2aNRgzZgwAwGAwYODAgejcuTMAIDExESNHjsRHH32Ejz/+GABQvHhxdOrUCf/88w9KlSqF9evXIz4+Hps3b0aZMmUAAI0bN0bbtm2xYMECLFy40K5jVCqVWLVqFbp3747Ro0cDAN58802oVCps2bLFYludTodx48ahQYMGAIAbN25g+/btGD58OD755BPTc1CyZEmMHTsWR44cQZMmTbL0nLdo0QITJ04EADRq1AjPnj0zJe5iMX/3Iioo4lWJ+Pf5Ney5+iuS1SmoWaoa2gU2h69rcb6WiYiIiiB++hNCQ0MtbpcqVQpKpRIAcP78eWi1WrRs2dJim/Hjx2PNmjW4ffs2nj9/jnfeecdiffny5REWFmZqem0UFhZmul68ePF0j1+sWDEAr5JvAPjrr78QFBQEX19f6HQ66HQ6iMViNG7cGH/++afdx3j+/Hmkpqbirbfeslj+9ttvW90+ICDAdP3kyZMAkO4Y27VrBycnp3THaI/33nvP4narVq3w8uVL3L59O8v7IiLHSFQnYf35bZj/12rcjL2Lpykv8PPNIxj781d4mPTE0eERERGRA7CCTVAoFBa3xWKxqdlzfHw8AMDb29vqfY3rjcmyueLFi6frK21t9HJnZ2ebscXHx+Pu3buoXr261fUqlSpd/NbExsYCSH8c1uJOuzwhIQEAUKJECYttJBIJvLy8kJSUlOnjp1WyZEmL2z4+PgD++2GBiPK/FylxOHbvdLrlap0aG8/vwPD6feEiy/z9iYiIiAoPJtiUIQ8PDwCvEtSKFSualj9+/Bh3796Fl5cXAODFixfp7vv8+XPT+uxyd3dHeHi4qXl6WjKZzK79lCpVCkD64zAm3hnx9PQE8Op4ypYta1qu1WoRFxdnOkaRSAS9Xm9xX2NLgLSMP0wYGfuqGxNtIsr/Tj/62+a6C08uI0WrZIJNRERUxLCJOGUoJCQEUqkUv/32m8Xy9evXY9iwYfD390eJEiWwZ88ei/X379/H+fPnUatWrdd6/PDwcNy+fRv+/v4IDg42XXbv3o1t27bBycnJrv1UrVoV7u7u+Pnnny2WHzhwwK4YAKQ7xn379kGv16N27doAAFdXV8TFxVmMLH727Fmr+zx48KDF7Z9++gllypRB+fLlMz8YIsoXJGLb7z8ikQiAKO+CISIionyBFWzKkLe3N3r27In169dDJpOhXr16uHjxImJiYjBy5EjIZDKMHDkS0dHRGDFiBNq3b4+4uDgsXrwYnp6epsHLsqtXr17YtWsXevXqhd69e8PLywv79+/H1q1bER0dbfd+3Nzc0LdvXyxcuBAKhQLh4eE4efIkNm/eDAAZDkZUuXJldOjQAYsXL0ZqaioiIiJw+fJl01RejRo1AgA0a9YMGzduxIQJE9C5c2dcv34da9assfojwLp16+Ds7IzQ0FD8/PPP+P333zFnzpwsPjtE5Eh13gjBdxd3W10XUTYM7jKXPI6IiIiIHI0JNmVqzJgxKF68ODZv3ow1a9agbNmymDBhArp16wYA6NixI1xdXbFixQoMHjwYbm5uaNSoEUaOHJmu33JW+fr64rvvvsOcOXMwdepUqNVqVKhQAV9++SXef//9LO1rwIABMBgM2LJlC1avXo2aNWti9OjRmD59OlxcMv4i/OWXX8LPzw87duzA6tWrUbJkSURFRWHw4MGm5Lxhw4YYN24cNm7ciJ9//hnVq1fH4sWL0bVr13T7mzBhAr7//nusWLECFStWxMKFC9G6dessHQ8ROZaPwgvvBrbE7qu/WCz3lLvjw+B34Sy1Pb4EERERFU4iITuT+BZyFy9eBAAEBwenW5eammpqspzR4FzkOHq9HqmpqXB2djZVj3U6Hfbu3YuIiAiULl3atO2mTZvwxRdf4MSJE6b+5rnpxIkT6NmzJzZs2ICIiIhcf7y8xtdHzlIqlbh8+TKCgoIy/RGIHCNJnYIHiY+x/9pBJKqTUbdMTUSUDUUJV46nYI7nMhUGPI+psOC5nHUZ5YdpsYJNBZrBYIDBYLBYptfrTVN6GX8/cnJywqpVq7B+/Xp88skn8PLywpUrV7BgwQK0b98+T5JrIip83OWuCCpRGZW9/KAVdFBInP+//zUREREVRUywqUBbsmQJFi9enOl2GzZswPLlyzF37lxMnToViYmJeOONN9CrVy8MGDAgDyIlosJMKpFCCqmjwyAiIipQElKToNQqIRKJ4S5zhWshGL+ECTYVaB988AGaNm1qscxgMECj0UAmk5n6R/v7+8PNzQ3z5s1zQJT/iYiIwNWrVx0aAxERERGRI2n1WtyKu4dVpzfjXsJDAECIbxB61+qCNzx8HRzd62GCTQWar68vfH0tX4TW+mATEREREVH+8CjpKaYcnAuD8F9Xz7+fXsakg7PxdcvxBXosE86DTURERERERHlCpVVh6z97LZJroyR1Ms48uuiAqHIOE2wiIiIiIiLKEyqtGlde3LS5/tzjS9DqdXkYUc5igk1ERERERER5wknshGLOtmfwKe7iDSdRwU1TC27kREREREREVKB4OrujfdXWNte3rPSmaaDigqjgRk5EREREREQFTkipqmjqX99imUgkQr/a3VDSrbiDosoZHEWciIiIiIiI8oynsweianbCO4EtcOX5DcgkMgT6VEQxhQecJc6ODu+1sIJdhEVFRWH8+PFW1y1atAiRkZF5HFHuOHHiBAIDA/HgwQOb20RGRmLRokU21+/cuROBgYF2b5+Z8ePHIyoqKtv3JyIiIiIqyNzlrijn+QZaVm6MJhXqoZR7yQKfXAOsYFMREBYWhqNHj8Lb29vRoZhMnDgRer3e0WEQEREREVEOYoKdDyQpNUhIViNFpYWrQgpPNzncXWSODqvQkMlkKFGihKPDsODu7u7oEIioEEvRKAEArjIXB0dCRERUtLCJuIM9j1dhVsxpfDLjIEYv/AOfzDiIWTGn8Txe5ejQLERGRmL58uUYMGAAQkJC0LJlS2zbts20fufOnWjcuDF27NiBJk2aICwsDIMHD8bTp09N22g0GsyaNQuNGjVCWFgYPvjgAxw9etRiH5GRkfjyyy9Rp04dDBw40GosgYGB2Lt3L3r27GmK5eDBgzh48CBat26N2rVrY8iQIYiLiwOQvol4UlISxo0bhzp16qB+/fpYt25dusf45Zdf8M477yAkJAQ9evTAo0ePMnx+zp49i+7duyMkJARNmzbFtGnTkJycbHN78ybixvgOHz6Mt99+GzVq1EC7du3w+++/W9xn48aNaN26NUJCQtC2bVvs2rXLtO7x48cYPXo0GjZsiNDQUPTp0wdXr161eLzo6GjMmzcPERERqF27Nj7//HM8efIEAwcORM2aNdGqVSscPnzYdJ/M/l5ElP+8VMbh91t/YvqRJfj6j6U4cucEYpXxjg6LiIioyGCC7UBJSg0WbT2Hc1efWyw/d/U5Fm09hySlxkGRWbdkyRIEBwfjhx9+QPfu3TF58mTs37/ftD42NhZr1qzBnDlzsH79ejx+/Bh9+/aFTvdqovjo6Gj88ccfmDVrFr7//nu0adMGAwcOxKFDh0z7ePjwIZ4+fYrvv/8eo0aNshnLF198ge7du2Pv3r2oXLkyRo0ahWXLlmHWrFlYunQp/vnnH6xatcrqfYcPH46///4by5cvx5o1a/D777/j4cOHpvVnz57Fp59+ilatWmHXrl147733sHLlSpuxXLlyBb169ULDhg2xe/duzJ49G5cuXULv3r0hCIK9Ty9mzZqFiRMnYufOnShXrhxGjx6NlJQUAMDq1asxe/Zs9OnTB3v37kX37t0RHR2NY8eOITk5GR9++CGePn2KZcuW4bvvvoOLi0u6Hwb27NmDpKQkbN26FdHR0YiJicH777+Pt956Czt37kTFihUxfvx4U8z2/L2IKP94qYzD10eWYtmpjbj28hauvriJxSfWYdax5UyyiYiI8gibiDtQQrI6XXJtdO7qcyQkq/NVU/GGDRtiyJAhAICKFSviwoULWL9+Pdq2bQsA0Gq1mDlzJqpXrw7gVcLYtm1b/PXXXyhfvjz27t2L7du3Izg4GADw8ccf48qVK1i9ejWaNm1qepxBgwahXLlyGcbSoUMHtG79av68rl274uDBgxgxYgRCQkKg1+tRr1493LhxI939bt26haNHj2LdunWoU6cOAGDOnDlo1qyZaZuYmBjUqlULn376KQDA398f165dw4YNG6zGsnr1atSvXx+DBg0CAFSoUAFz5sxBixYtcPLkSURERGT8xP6/4cOHo379+qbr7733Hq5du4awsDCsW7cOPXv2xAcffAAA6N69O1JTU6HX67F7927ExcVh586dpn7ms2fPRosWLbBp0yaMGTMGAODh4YGJEyfCyckJfn5+mDNnDurVq4f27dsDALp164bff/8dL168gFKptPvvRUT5w5mHF3E3If1gjjdj7+LSs6toVMG+9yIiIiLKPibYDpSi0r7W+tclkUhgMBisrjMYDJBILE+PtIliaGioRTXT1dXVlFwDQKVKleDh4YFr166Zmkv37NnTYh9arRYeHh4WyypUqJBp7P7+/qbrzs6vRhs0T8rlcrmpibi5a9euAYApaQSA4sWLW9z32rVraNiwocX9wsLCbCbY//77L+7evYuwsLB0627evGl3gl2xYkXTdTc3NwCvnp/Y2Fg8e/YMNWvWtNi+T58+AICpU6eiQoUKFoO4yeVyhISEWDQTL1++PJycnEy3FQpFuucMANRqNf79918A9v29iMjxktTJ+O227S4cv9w8itpvhMBFpsjDqIiIiIoeJtgO5KqQvtb61+Xp6YnExESr6+Lj4+Hp6WmxLG3CLQgCxOL/ehlIpenjFQQBTk5OpmbHmzZtgqurq8U25vsA/kuYM5I2FuDV5PT2SvvDgrVjM2ft2Mz39c4771jtM56VkctlsvStFQRBMC23dXyCIFhdp9frLY7L2jGkfe7N9wnY9/ciIscTkP59y3L9q39ERESUu/hN2YE83eQIC7Q+unVYYAl4uslz9fGDg4Nx8eJFqNVqi+WCIOD06dMWVV4AuHjxosXts2fPolq1aqbb8fHxuHfvnun29evXkZSUhGrVqqFKlSoAgGfPnsHPz8902blzJ3bs2JHTh2aTMd6zZ8+aliUmJlrEHRQUZLEeSH/s5qpUqYLr169bHJder8f06dPx+PHj147Zzc0NJUuWTBfD0KFD8cUXXyAgIAC3b9/Gy5cvTevUajX++ecfVK5cOVuPmV/+XkRkH3eZK5r5N7C5vkXFNzmiOBERUR5ggu1A7i4yfPpBWLokOyywBIZ+EJbr/a87deoEkUiEwYMH48yZM3j48CHOnj2LUaNG4fHjx/j4448ttt+3bx9iYmJw584dfPPNN/jll1/Qt29fi23Gjh2Lixcv4sKFCxg7dizCwsJQt25dVKlSBc2aNcOUKVPw22+/4f79+1i9ejVWrFiRaX/rnFS+fHm89dZb+Oyzz/Dnn3/i2rVrGDt2LDSa/waU6927N65cuYIZM2bg9u3b2L17NzZt2mRzn71798bly5cxefJk3LhxAxcuXMDo0aNx+/Ztu5q726N///5Yv349fvjhB9y7dw+bNm3Cb7/9hhYtWuCdd96Bh4eHafC2K1euYMyYMVAqlejSpUu2Hi+//L2IyD4ikQjhZUNRxr1UunUVipVFDd9AB0RFRERU9LCJuIOVKKbAmB51HDIPdrFixbBlyxYsWLAAw4cPR1xcHDw9PVG3bl1s2bIlXSLVvn17/Pzzz5gxYwYqVKiA+fPno0mTJhbbvP322+jfvz+0Wi0iIyMxceJEU/PlefPmYd68eZgyZQoSEhJQrlw5fP755+jUqVOuH6u5GTNmYObMmRgxYgQMBgO6dOmC2NhY0/qgoCCsWrUKs2bNQkxMDKpUqYKBAwdi9uzZVvcXGhqKb775BgsWLEDHjh2hUChQr149jBs3zmqz7+zo0aMH1Go1Fi5ciOfPn6NChQqYN28e6tWrB+DVwGwzZsxAr169AAC1a9fG5s2bXysZzi9/LyKyj4+LF/7XdChOPbyA32//CRFEaFGpEcJKV4ePi5ejwyMiIioSREJW5hEqIoxNcdM2kQaA1NRU3L59G/7+/nb1FS4sIiMj0aFDB9PI2mnt3LkT0dHRFoNqOYper0dqaiqcnZ0tBvWi3FdUXx+5RalU4vLlywgKCoKLC5v3kn0EQUCy5tUUf+5yNwdH8wrPZSoMeB5TYcFzOesyyg/TYgWbiIioEBGJRPkmsSYiIipq2AebiIiIiIiIKAewgk12OXjwYIbrO3bsiI4dO+ZRNERERERERPkPK9hEREREREREOYAJNhEREREREVEOYIJNRERERERElAOYYBMRERERERHlACbYRERERERERDmACTYRERERERFRDig003Q9fPgQkZGR6ZZ/8cUX6Ny5swMiIiIiIiIioqKk0CTYV69ehVwux6+//gqRSGRa7u7u7sCo8rfIyEh06NABn376aZF8fCIiIiIiopxUaBLsa9euwd/fHyVLlnR0KFmmVyVDn5IAgzoFYmdXOLl4wknh5uiwct327dshl8sdHQYREREREVGOKDQJ9tWrV1G5cmVHh5FlusQXeL53KVS3L5iWKSqGokS7TyDxKO7AyHKft7e3o0MgIiIiIiLKMYUmwb527RpKlCiBbt264c6dO/Dz88OgQYPQqFGjbO1PEAQolcp0y9VqNQwGA/R6PfR6/WvFbFAr8SJNcg0Aqlvn8XzfMhR/bzjEcpfXeoyMCIJgOhZbdu3ahXXr1uHOnTvw8fFB586d0a9fPwBA48aN0bdvX/Tq1QsAsHHjRkyfPh2bN29GzZo1AQAjRoyATCbDjBkz0u27RYsWaN++PYYMGYLFixfj1KlTaNy4MWJiYhAXF4ewsDBMnjwZ/v7+AAClUon58+fjwIEDSE5ORrVq1TBmzBiEhIQAAM6fP48FCxbg0qVLkEgkiIyMxJgxY+Dp6Wl6vF69euHUqVP4448/4OnpicGDB6Ny5cr47LPPcOfOHQQFBWH69OkoX748AODp06eYOXMmjh49CicnJ4SFhWHMmDGoUKFCjvwNChu9Xg+DwQCVSgWDweDocAo8lUpl8T9RQcVzmQoDnsdUWPBczjpBECy6IWekUCTYGo0Gd+7cgUKhwNixY+Hi4oLdu3ejX79+WLt2LerXr5/lfWq1Wly+fNnqOolEArVa/bphQ6KMT5dcG6lunYchJR4aIfcGehcEATqdDqmpqVbXb9q0CYsWLcKIESNQv359XLp0CV9//TVevnyJkSNHomHDhjh69Ci6du0KADh69ChEIhGOHj2KwMBA6HQ6HDt2DJMnT7b6GOaPr9PpcP78ecjlcixYsABKpRKTJ0/G1KlTsWLFCgDA8OHDcfv2bUyePBnlypXD+vXr0a9fP/zwww94+PAh+vTpgw4dOmDMmDGIjY3FjBkz0KdPH2zYsAFisRiCIGDu3LkYPXo0Pv30U6xfvx6fffYZ/P39MXr0aLi6umLcuHGYNWsWZs2aBZVKhZ49eyIwMBCrVq2CWCxGTEwMunbtiq1btxbI7gi5Ta1WQ6fT4datW44OpVC5c+eOo0MgyhE8l6kw4HlMhQXP5ayRyWR2bVcoEmyZTIZTp05BIpGYDrxGjRq4efMmVq9ena0EWyqVWm1yrlar8ejRI8jlcjg7O79W3Nr4jH81EjQqOHu/3mNkRCQSQSKRWD0OQRCwbt06dOvWDR999BEAICAgACkpKZg5cyY+/fRTNG/eHNHR0RCLxRCLxTh79ixatGiBs2fPYvDgwTh58iQ0Gg2aNWtm9THMH18ikUCn02HmzJkoVqwYACAqKgqzZ8+Gs7Mz7ty5g6NHj2LlypV48803AQBTpkyBh4cHUlNT8e233yIwMBBTp06FIAhQq9WYPXs2OnTogNOnT6Nx48YQiURo3LgxunXrBgD46KOPsGPHDkRFRZlaOrRp0wa//fYbnJ2dsW/fPiQkJGDOnDmQSqUAgK+++gqtW7fG7t27MWTIkBz/mxQGEokE5cuXZ//6HKBSqXDnzh1UqFABCoXC0eEQZRvPZSoMeB5TYcFzOetu3Lhh97aFIsEGABeX9E2pAwICcPTo0WztTyQSWd2nMZl0cnKCk5NTtvZtpJe7ZrheLHd97cfIiEgkMh1LWi9fvsTLly9Rt25di/URERHQ6XS4e/cuGjduDL1ej/Pnz0Mmk8HZ2RkffvghBg0aBL1ejyNHjqB+/frw8PDI9PHFYjGKFy8OHx8f03oPDw9otVo4OTnh+vXrAIBatWqZ4lEoFJgwYQIA4Pr162jYsCGcnJxMTd4DAwPh4eGB69evo1mzZhCJRKhYsaLp/q6ur57/8uXLm5Y5OztDo9HAyckJly9fRnJycrofaNRqNW7fvp2rf5uCyvi3VCgUr/0DFP1HoVBYfT/KK1q9FnGqRCRpkiFzksJD7g5PZ87QQFnn6HOZKCfwPKbCguey/extHg4UkgT7ypUr+PDDD7Fq1SrUqVPHtPyff/7J1wOfObl6QlExFKpb59OtU1QMhZOrZ94H9f8EQbC63Ji8SiQSuLq6Ijw8HMeOHYOzszPq1auHOnXqQBAEXLhwAYcPHzb1z7ZHRs0uJJJXp6qtk9tWvwiDwWCqPpvvx5xYbL0ZvsFggL+/P5YtW5ZuHd+MqKhITE3Cr7eOYue/P0Kj1wIAynm+gRH1+6KsZ2kHR0dERESUv+ReB988FBAQgCpVqmDatGk4ffo0bt68ienTp+P8+fMYOHCgo8OzyUnhhhLtPoGiYqjFcuMo4o6cqsvHxwc+Pj44c+aMxfLTp09DKpWaBgGLjIzEsWPHcPz4cdSrVw9yuRxhYWHYvn07bt26hWbNmuVIPJUqVQIAXLx40bRMp9OhadOm2LdvHwICAnD69GmL+1y5cgXJycmm+2ZVQEAAHj16BHd3d/j5+cHPzw9lypTBnDlzcOrUqewfDFEBIQgCTj/8G99d3G1KrgHgfsIjTPt9Hl6kxDowOiIiIqL8p1BUsMViMZYvX47Zs2dj+PDhSExMRLVq1bB27VoEBgY6OrwMSTyKo2T7Ef8/D7YSYrkLnFzzbh7su3fv4siRIxbL5HI5IiIi0Lt3byxYsABly5bFm2++ib///huLFy9Gly5d4O7+qnloZGQkvvjiCzg5OeGrr74CANSvXx8LFixAaGgoSpQokSNx+vv7o1WrVpg2bRqmTJmCUqVKYdWqVdBoNKhfvz7eeOMNdO/eHZ999hm6du2KJ0+eYMaMGahWrVq2+uADwLvvvouVK1diyJAhGDt2LNzd3bF8+XIcPnwYn376aY4cF1F+FqdKwJZLe6yuS1An4XbcPRR35XR7REREREaFIsEGXs2pbEzwChonhZvDqtV79uzBnj2WX6B9fX1x5MgR9O3bFzKZDOvXr8f06dNRqlQp9OvXD3369DFtW7p0aQQGBiIhIcFU1W7QoAHmzZuHyMjIHI11+vTpmDlzJkaMGAG1Wo2aNWtizZo18Pb2hre3N1atWoUFCxagU6dOcHV1RYsWLTB69GiLJuJZ4e7ujpiYGMycORN9+/aFXq9HUFAQVq9ejSpVquTosRHlR1qDDnGqBJvrb8fdR92yoXkXEBEREVE+JxJsdbYtwozNkIODg9OtS01Nxe3bt+Hv789BnPIpvV6P1NRUODs7cyCyPMbXR85SKpW4fPkygoKCHNLv/6UyHuN+/gqJ6iSr64fX74MG5etYXUdkztHnMlFO4HlMhQXP5azLKD9Mq1D0wSYiopznpfBA+6DWVte5SBWo4uOfxxERERER5W9MsImIyCqxSIxGfnXxVpWmFqP0+yi8MKXZCPi4eDkwOiIiIqL8p9D0wSYiopzn6eyBD4PfQ9sqzRCrSoCzRI5izh7wUnhmaU5IIiIioqKACTYREWVIIXWGQuqMUu4lHR0KERERUb7GJuJEREREREREOYAJNhEREREREVEOYIJNRERERERElAOYYBMRERERERHlACbYRERERERERDmACXYRFhkZiUWLFjk6jFy3aNEiREZG2lz/4MEDBAYG4sSJEza3GT9+PKKiouzePjNF5bknIiIiIipKOE0XFXq9e/dG9+7dHR2Ghe3bt0Mulzs6DCIiIiIiykFMsPOBZHUKEtRJUGpVcJEq4Cl3h5vc1dFhFRqurq5wdc1fz6e3t7ejQyAiIiIiohzGJuIO9kIZi/l/rcaIH6dh4q8zMeLHaVjw12q8UMY6OjQAwA8//IB3330XISEhiIyMxPLly2EwGGAwGFC/fn2sXbvWtO369esRGBiI8+fPm5YNGzYMY8aMAQA8ffoUI0aMQJ06dRAREYGBAwfizp07pm3Hjx+PIUOGoHfv3qhVqxZWrFiRLp4TJ06gWrVqOH78ONq2bYvg4GB06dIFt2/fxrJly9CgQQPUq1cPM2bMgCAIANI3Eb927Rp69uyJ0NBQtG7dGsePH7d4DEEQsHTpUjRu3BihoaGYOHEi1Gp1hs/Tjh070KZNG4SEhKBNmzZYv349DAaDze3Nm4gvWrQIUVFRWLVqFRo3bozg4GD07NkTt27dMm2vVCrxxRdf4M0330RYWBi6d++Ov//+27T+3Llz6NmzJ2rXro2IiAhMmDABCQkJFo+3ceNGfPrpp6hZsyYaN26Mbdu24dy5c2jfvj1q1qyJrl274t69e6b7ZPb3IiIiIiIiS0ywHShZnYLlJ2Pw99PLFssvPL2MFSdjkKxOcVBkr6xbtw6TJk1Cly5dsHv3bowYMQKrV6/GzJkzIRaL0aRJExw7dsy0/V9//QWRSGRKWHU6HY4dO4bmzZtDqVQiKioKer0eMTEx2LhxI7y8vPDBBx/g6dOnpn388ssvaNCgAXbs2IF3333Xalx6vR5ff/01vvrqK2zduhUvX75E165dcfPmTWzcuBEjRozAli1bcPjw4XT3TUpKQq9eveDm5oZt27Zh8uTJWLp0qcU2K1euxDfffIOxY8di586dcHNzw/79+20+T1u2bMGMGTMwePBg7Nu3D8OHD8eqVaswe/Zsu5/rc+fO4dSpU1i5ciXWrVuHR48eYdq0aab1I0aMwO+//46vvvoKP/zwA/z9/dGnTx/Exsbi77//RlRUFCpXrowtW7Zg4cKF+Pvvv9G7d2+LJH/OnDlo1KgR9u7di6ZNm2Lq1KmYMmUKxo8fj5iYGDx//twUs71/LyIiIiIi+g8TbAdKUCelS66NLjy9jAR1Uh5H9B9BELBq1Sr06NED3bt3R4UKFfDOO+9g6NChiImJQVJSEpo1a4bTp09Do9FAp9Ph5MmTaNmypWnwrzNnzkCtVqNRo0bYt28f4uLiMGfOHFStWhUBAQH48ssv4ebmhq1bt5oe19PTE3379oW/vz9Kly5tM75hw4YhNDQUQUFBaNWqFVJSUvD555+jUqVK6NKlC3x8fHD9+vV099u3bx9UKhVmzJiBKlWqoGHDhpgwYYLFcW/cuBE9e/bE22+/jYoVKyI6OhpBQUE2Y1m6dCkGDBiAt99+G+XKlUPr1q0xYsQIxMTEZFr5NtLpdJg5cyaqVq2K2rVrIyoqCmfOnAEA3L59G4cOHcLUqVPRuHFj+Pn5YfLkyejYsSPi4+OxZs0aBAYGYvLkyahcuTIiIiIwZ84c/PPPP/jjjz9Mj9G4cWN88MEHKFeuHHr27AmdToeoqCjUq1cPwcHBaNOmDa5du2Z6nuz5exERERER0X/YB9uBlFrVa63PTbGxsXjx4gVq165tsbxu3brQarW4desW3nzzTej1epw5cwYymQzOzs7o2rUrBg0aBI1Gg0OHDqF+/fpwdXXFv//+i+TkZISHh1vsT61W4+bNm6bbfn5+dsXn7+9vuq5QKFC8eHEoFArTMplMZjW5vXbtGipUqAB3d3fTsrCwMNP1uLg4PH/+HMHBwRb3Cw0NtYjTKDY2Fk+ePMGCBQuwePFi03KDwQC1Wo0HDx6gUqVKmR5P8eLFUaxYMdNtd3d3aLVaAMDVq1dNMZgfX3R0tOmYGjZsaLG/wMBAeHh44OrVq2jSpAkAy+fM2dkZAFC2bFnTMrlcDo1GAwB2/72IiIiIiLJLr9dDr9dDLBZDIikcqWnhOIoCykWqeK31ucnYfzktvV4PAJBIJHB1dUV4eDiOHTsGZ2dn1KtXD3Xq1IEgCLhw4QIOHz6MXr16AXiVcPr7+2PZsmXp9uni4mK6bkz8MpP2BSgW298YI+2xWXsx27MNAFMT7OjoaDRo0CDd+oyq8OZkMpnNdcbHFolEVtcLgmB1ncFggFQqTbcfc7aeN3v/XkRERERE9jAYDNDpdKakWqfTmb5Lu7q6FpoEm03EHchT7o6avtabHtf0DYKn3N3qurzg4+MDHx8fUzNlo9OnT0MqlaJ8+fIAXg2edezYMRw/fhz16tWDXC5HWFgYtm/fjlu3bqFZs2YAgICAADx69Aju7u7w8/ODn58fypQpgzlz5uDUqVN5dlxBQUG4ffs2YmP/G0Tu4sWLpuve3t4oXbp0uuP+559/rO7P+Dzdu3fPdFx+fn64dOkS5s+fnyMxGyvg5nHqdDo0bdoU+/btQ0BAAE6fPm1xnytXriA5Odmu6rk1+eXvRUREREQFiyAI0Ol00Gg0UKlUSE5ORkJCAuLj45GcnAylUgm1Wg29Xg9BEGwW9goqJtgO5CZ3xYDwHumS7Jq+QRgYHpUnU3XdvXsXR44csbicOHECIpEIvXv3RkxMDDZt2oS7d+9iz549WLx4Mbp06WJqYh0ZGYkrV67g/PnzqFevHgCgfv362L17N0JDQ1GiRAkAwLvvvgtPT08MGTIE58+fx82bNxEdHY3Dhw+jSpUquX6cRu3atYOPjw9GjRqFK1eu4OTJk/jqq68stunXrx82bdqEbdu24fbt25g/f77FiN3mRCIR+vbti40bN2Ljxo24d+8efv31V0ybNg0ymSzDyrS9/P390apVK0ybNg1//fUXbt++jcmTJ0Oj0aB+/fro1asXrly5gs8++ww3b97EyZMnMXr0aFSrVg3169fP1mPml78XEREREeVP1hLpxMRExMXFITExEUlJSaZkWqfTFcpk2prCUYcvwIq7eGNY/T4Omwd7z5492LNnj8UyX19fHDlyBH379oVMJsP69esxffp0lCpVCv369UOfPn1M25YuXRqBgYFISEgwVbUbNGiAefPmWUyN5e7ujpiYGMycORN9+/aFXq9HUFAQVq9enacJm4uLCzZs2IDPPvsMH374ITw9PTFs2DCMHz/etE337t1hMBiwbNkyvHjxAo0aNcL777+P27dvW91n7969IZfLsXHjRsyYMQM+Pj7o2LEjRowYkWNxT58+HTNnzsSIESOgVqtRs2ZNrFmzBt7e3vD29saqVauwYMECtG/fHm5ubmjRogVGjRpl0UQ8K/LL34uIiIiIHMtgMECv16f739h1FLDdvbQoEgl8NtIxNsVNO9AVAKSmpuL27dvw9/e3u78w5S29Xo/U1FQ4OzvDycnJ0eEUKXx95CylUonLly8jKCiIfd+pQOO5TIUBz2MqLKydy4IgmJJnawm1cZvc4ubmBrlcnmv7f10Z5YdpsYJNRERERERUBBiTZicnJ6SmprIanQuYYBMRERERERUSgiDYbNZtMBigUqlM/aOZTOc8JthEREREREQFjHmzbmMV2njdmDhbS6CNCTjlDibYRERERERE+Zh5Am2cPzqzRJocgwk2ERERERFRPmBejc7rgcYoZzDBJiIiIiIiyiOZ9ZE2bkMFExNsIiIiIiKiHGRr2ivjdfPtqHBhgk1ERERERJQNtirRxiSaCXTRwwSbiIiIiIjIBmujdZsvM25DBDDBJiIiIiKiIs5Wk24m0ZRVYkcHQI4TFRWF8ePHW103fvx4REVFmW4HBgZi586ddu33wYMHCAwMxIkTJ+yOZefOnQgMDLR7eyIiIiKirDAm0RqNBqmpqUhJSUFycjISEhIQFxeHxMREJCcnIyUlBampqdBoNKZqNZNrshcr2GSXo0ePwt3dPdf237ZtWzRq1CjX9k9ERERERUNGI3Rz3mjKbUyw8wFtcjK08QnQK1Pg5OIKaTFPSN3cHB2WhRIlSuTq/p2dneHs7Jyrj0FEREREhYd5s26dTmfxv3E9UV5jE3EHU794gauz5uLc4KH4e0w0zg0eimuz50H94oWjQ7OQton4+vXrERkZiZCQEPTq1QuLFy9GZGSkxX0uXLiADz74ADVq1EDz5s2xY8cOm/tP20Q8MDAQW7duxccff4yQkBA0atQIK1assLjPsWPH0LVrV9SsWRONGzfGnDlzTCM2pqamYuHChWjevDmCg4PRvn17/PrrrxaP17JlS+zfv990HH369MHTp0/x5Zdfom7dumjQoEG6x9yxYwfatGmDkJAQtGnTBuvXrze9iRMRERFR7tHpdFCr1UhJSUFiYiLi4+ORmJiIpKQkqFQqqNVqNukmh2OC7UDa5GRcX7QUCecvWCyPP3ceNxYvgzY52UGRZWzTpk2YO3cuBg0ahF27diEiIgJLlixJt926deswcOBA7N+/H40aNcL//vc/3L171+7HmTlzJtq3b49du3ahU6dOmDt3Lk6fPg3gVfLet29fhIaGYufOnfjqq6+wbds2LFy4EAAwYcIE/PDDD5g4cSJ2796NFi1aYMiQIfjtt99M+3/8+DE2b96MpUuXYu3atbh48SLeffddSCQSbN26FV27dsXcuXNx7do1AMCWLVswY8YMDB48GPv27cPw4cOxatUqzJ49+3WeTiIiIiJKw9hXWqlUIikpyaKPdGpqKrRarUWTb6L8gk3EHUgbn5AuuTaKP3ce2viEXG8qvmfPHhw4cCDdco1Gg1q1alm9z+rVq9GzZ0+8//77AIBPPvkE//77Ly5dumSx3eDBg01V7REjRmDz5s24dOkS/Pz87IqtQ4cOeO+99wAAw4cPx7fffoszZ86gTp062LBhA0JCQkyDtFWqVAmff/45nj17hps3b+LQoUNYunSp6fGHDBmCq1evYvny5WjevDkAQKvVYtKkSQgICAAA1K9fH+fPn8fYsWMhEokwYMAALFmyBNevX0dAQACWLl2KAQMG4O233wYAlCtXDsnJyZg2bRqGDRsGuVxu13ERERER0asm3Bn1lzZuQ1SQMMF2IL0yJZP1ylyPITIyEqNHj063fPbs2YiPj0+3PC4uDg8fPkRoaKjF8tq1a6dLsCtWrGi67unpCQBQq9V2x1apUiWL225ubtBqtQCAq1evokGDBhbrW7ZsCQDYu3cvAKT7gaBOnTqYM2eOxTJ/f3/TdYVCgbJly0IkEgGAKWFWq9WIjY3FkydPsGDBAixevNh0H4PBALVajQcPHqSLl4iIiKioS5tEm0+DZezaZ9yOqDBggu1ATi6umax3yfUYXF1drVaUXV1drSbYEsmrU8aeN0GxOH0PhKy8ecpkMpv3l0gkpkTYXgaDwRS/kVQqtbhtLWbjfQEgOjo6XWIPAKVLl85SLERERESFhTFhTjuXtHG5EZNoKgrYB9uBpMU8USws1Oq6YmGhkBbzzNuA7ODu7o4yZcrg/PnzFsv//vvvPI2jUqVKuHjxosWydevWoUOHDqhSpQoA4OzZsxbrT58+jcqVK2fr8Xx8fODj44N79+7Bz8/PdLl06RLmz5+frX0SERERFRSCIECr1VrMH52YmIi4uDjEx8cjKSkJSUlJUCqVpjmkdTqdacAxJtdUVLCC7UBSNzdUHvIJbixehvhz503Li4WFovKQT/LdVF1G/fr1w4wZM1CpUiXUqlULv//+O3788cc8reL27dsXnTp1wvz58/Hee+/h3r17WLFiBbp3747KlSvjzTffxGeffQaxWIwKFSpg3759+O2337KdDItEIvTt2xdz587FG2+8gSZNmuDatWuYNm0amjZtarXaTkRERFQQCYIAnU4HvV5vMf2VcR0R2cYE28HkxYsjYPSI/58HWwknF5d8OQ+2uQ8//BAJCQmYN28e4uLiEB4ejg4dOuDMmTN5FkNQUBCWLl2KhQsX4ptvvkGJEiUQFRWFgQMHQhAEfP3111i6dCn+97//ITExEVWqVMGiRYtM/bSzo3fv3pDL5di4cSNmzJgBHx8fdOzYESNGjMjBIyMiIiLKG+ZNuo19os37RjOZJso6kcBXTjrGpsfBwcHp1qWmpuL27dvw9/eHs7NzXoeWLxw5cgRVqlSxqFhPmjQJ9+7dw/r16x0Y2St6vR6pqalwdnaGk5OTo8MpUvj6yFlKpRKXL19GUFAQXPJgTAai3MJzmQqDgn4eGxNnYzXavN80wGS6KFGpVLh58yYqVaoEhULhsDhSVFokKTW49yQJ3l4e8HvDG17ucshl+a8GnFF+mFb+i57yvV27duHmzZuYOnUqSpQogVOnTmH37t2YMmWKo0MjIiIiKtKMzbvTJtKc9oryk8QUDfYevYXD5x5ALnWCp7sHnsSlYnDnUNQPLg0XZ2nmO8mnmGBTlk2aNAlff/01Bg8ejMTERJQvXx4TJkxAx44dHR0aERERUZGRtlk3m3dTQXH1biwOn3tgsUxvEDD/u3OoVLYYKpRmgk1FSLFixfD11187OgwiIiKiIsFaVdo4QrdxPVFBkZSiwY9/3bG5/qe/7qB/+2CIxVmbkje/YIJNRERERJRPsCpNhZ3OYEBCstrm+qexSuj1BojFBXMsJSbYRERERER5yNro3Rx0jIoKZ5kTKr7hib9vvrC6PiygBKTSgplcA0yws41vekTp8XVBREQEGAwG00UQBIvbHHCMijqFXIp3GlfEPzdfwJBmnbuLFBE1Slu9X0HBBDuLpNJXHe6VSqVDh7Unyo+USiWA/14nREREhYExSZZIJNDpdNBoNBbJszFRTluFNt6XiCyV8nLB8A9rY9NPVxCfnAoACPL3xqBONVHSq2DnWEyws8jJyQnFihXDs2fPAAAuLi4QiQpmB/zCSq/XQ61+1a+D82DnDUEQoFQq8ezZMxQrVozPOxERFRjmzbXNq85pK8+pqalITk5GUlIStFqto8MmKtBkMgkC/bwwqnstqNR6eHq4wdPDFe4uMkeH9tqYYGdDqVKlAMCUZFP+YhxZUyKRQCwWOzqcIqVYsWKm1wcREVF+kravs3mTbaOMqs1pR+4motfn6SaHpxvg5uYCubzgJ9cAE+xsEYlEKF26NEqWLMlfMPMhlUqFW7duoXz58mzGn4ekUikr10RE5DDm1WbzptrGZJqDhxFRXmCC/RqcnJyYUORDxoFD5HI5nJ2dHRwNERER5RRjs+20lWjzgcOM2xEROQITbCIiIiLKN8yT6LTTWbESTUT5HRNsIiIiIspz5n2i005hxSSaiAoqJthERERElCusNek2XphEE1FhxASbiIiIiF5L2qbc5teZSBMRAGi1WiiVSiiVSqSkpJiuK5VKvPHGG2jQoEGhmP6YCTYRERERZcpav+i0U10xiSYqWgRBgEqlspo0my9LSUnJcPalf//9Fz4+PqhatWoeRp87mGATERERFVHGBFkQBNPFeNs4Kjcr0URFT0bVZvOkWaVS5dh7glwuz5H9OBoTbCIiIqJCylq1Oe080Wm3J6LCyVhtjouLQ2xsLAwGg81EWqPR5FocCoUCLi4ucHFxgaurK1xcXFC5cmX4+/vn2mPmJSbYRERERAWUeQJtK5k235aICh+dTmdRVbZWbTZecut9QCKRpEuajf+nvYjF4nT3d3Nzy5W4HIEJNhEREVE+Y2yibd5c27wpNxNoosLNvG9zZolzXlSbzZNla4mzTCYrFAOU5QQm2ERERER5JDuJs/F+RFTwmVeb0ybKeVVtdnJyglQqhYeHB9zc3GxWnBUKBZycnHIlhsKMCTYRERFRNlkbHMy43FoizYozUeEjCAJSU1PtaqadV32bbVWdXV1dodPpcOvWLVSqVAkKhSLX4imqmGAXYBqNBoIgQCQSQSwWW/xPRERE2ZdRgpx2nbX7ElHBp9PpbFaZ87LabKt5tvn1rFSbjdPqUe5ggl2AaTQaqNXqdAm1MdE2JtvWEvC014mIiAoba1NOmS/L7GK+HyIqHNJWmzNqqu3oajP7NhdMTLALAWtTbKTtu2Uu7Ys0bTKeWYJORETkSOZJc1aqy0yUiQova9VmaxVnlUqV4ffk15G22mwrcWbf5sKNCXYRlPYLhl6vt9lUxFp13DwBB2C1Ou7oCjl/6SMiyl/SfpnMqIpsvs7WtkZMmokKr8yqzfmpbzOrzWTEBJsyZOvXf3sTcuMy43Jb17MaR0aPbXyDVavV6ZJ+Ryf+RESFkbXRsM0TZZVKBZ1Oh6SkJGg0GpvVIybLREVDZtVm4/XcrjZnNmezq6srq82UZUywKUflh8FeVCoVkpOTkZKSYnpTzijxt5aEW7uk3U/a60zaiaggsqf/cUaVZnuaYhsrUFqtFhIJv3oQFUb29G02XtRqda7F4ezsnOGczcbbrDZTbuGnHBVK9vS7y6wab5SVN19bSXvaqrm1pveAZX94Iip40iao1hJWI1s/2JkPxpVR4mvtsbMaY07tk4gKL2O1ObM5m5VKZZ5Vm20lzqw2U37ABJsoE1n5gmlv0m5kK5FOO9CcrYHoWDknyr60ibD5/+bbpN3evHILIF3T6JyMj4goNxirzfYkzbldbc6omXZ2q816tQb6VBVEEgmkrq65Fj+RNUywiRzI1hfojEaCt/YBY62Zu3FbW83d044ST5TfZLXCaivhTZv8vk4izKSXiPIze/o2F+Zqs16jgfrFCzw58AtSbt6C1NMTvq1bws3fH1J3txx9LCJbmGATFTDWvuDbWzE3yixJz2hbe5L3jPqss+pesNhKTDNKUm11ybBnX2mbR2cnXiKiwsS82mxrBG3j7dwcSTtttdnWdUf2bVbef4Dr8xZC0OsAAJqXL3Fr2QqUbN4cpdq2htTFxSFxUdHCBJuoCMqJJN0Wez9UrY3ubm25rYp8ZjJKBDNLwrLyxcCefrL29MW39pgGgwFOTk7Q6/XQ6XQ2j8HW8WX0v7Wmz2mPx9q+bT0HRESUNeZ9mzNLnnO72pxR8+yC0rdZk5CI+5s2m5Jrc89++w3eDeszwaY8wQSbiHJUVgZayoqc+DU8JxJB8zheZ3/2HI9xNNakpCRotVq79stkl4jIcWxVm60lzXnZtzlt4pwfqs05TZuihOrxY5vrk2/dhmvpUnkYERVVTLCJqEDIL4ljTsVhz34MBgN0Op3VaZCIiCjvGOdxT0hIwJ07d2yOrO3oarPxkt+rzbkhs09JQVz0nhNyDCbYREREhYSg10GnTIRBmQgAELt4QOLiAZGTYz7uNVo9ElPUSFZq4Ob1BtRaAQqFQ0IhSidttTmjJtqOqDan7d9cmKrNuUGQO8O1QgWk3LmTfqVYDEX58nkeExVNTLCJiIgKAYMmFaq7/yDu8HcQtKkAAJFMAe9mPeBctirEMnmexpOUosGR8w/w4593oNW/quiV93VH3/dqwNeb0+ZQ7knbtzmjZtqsNhceMnc3+Lz/PlIXL4E+VWWxzueddwEXjiJOeYMJNhER0WtQaVKRrFXCIOghd5LD09ndIVUmXfwzxP66zmKZoFHh5YFv4Nt5HGTFy+ZZLAaDgDNXnmH3H7cslt97moS5357F+J514eXhnGfxUMEnCALUarXNZNn8em5WmyUSCdzc3ODm5pZh4iyXy1ltzmNymQSykqXg++kwqC6ch/b2DTh5esI5vCHkJUvA3ZM/7FHeYIJNRESUTS9T4rDz8o+49OwaBAjwlHugQ9BbqFq8EhSyvEsgDRo1Es4esLFWQNKF3+HVpAvEElmexJOQrMa+Y7esrotPVuPhi2Qm2AQg45G0097OrWqzWCy2GDHbVtIsEolw584dVKpUCQr2dciXPN2dIRKXgLhRUyjDwiF1lsJV4QxPd2eIxfzBg/IGE2wiIqJsiFMlYsnJ9XipijMtS1AnYt35rehfuzuq+wbkWSyCTgNd/FOb63VxjyHotEAeJdgavR6JStvz8T54mowaFYvnSSxpGQwCdHo9pBInVhhzSWbVZvPbedG3OaM5m7NSbVapVJluQ47n4SqHh6scKM4m4eQYTLCJiIiy4XHSU4vk2twPVw6gfLE34C7Pmy94IqkcUu83oIt7YnW9tHhZiPIouQYAqdgJLnIplGrr08uV8sn7uWg1Wj1iE1Nx7MIjPHyejAqlPRBRoxR8PBSQSMR5Hk9BpNfrbSbK+a3azL7NROQoTLCJiIiy4VbsXZvrnqW8gEanBfJoXDGxVAaPsFZQ3TyHdJPViMRwC2kKsUSaN8EA8HSToWV4Oez6I30zcRe5FOV83fMsFgDQ6w24fj8eS7adh/7/p7y7dPslDpy4ixEfhqFyWa88jSc/yWgk7bTLcrPaLJfLbVaYzW+zbzMR5XfZTrATEhJw+vRpPHv2DK1bt0Z8fDz8/f35pkdEREWCt6KYzXXOEmeIxXlbFZV4loBP636IPbwJQmoKAEDk7AafyChI3PO2ObaTkxgNQ8vgRUIq/vz7kSnl93KXY8j7ofDO4/7XCclqfLPrH1NybaTTG7B69yWMjaoDL/fC1Sdcr9dnOoJ2XlabM2umzWozERUW2Uqwly1bhhUrViA1NRUikQghISGYN28e4uPjsWbNGnh4eOR0nERERPlKQPGKcBI5QS/o061r4hcBjzxqHm4klsmhqFAdpUqMh0GVDIgAscINTq6eEInyvgm0p6sc7zevgtb1/BCXmAqJE+Dl7gyfYnk/km9CisZmc/XYxFSkKLUFIsE29m3ObM7mvK4220qcWW0moqIoywl2TEwMFi1ahAEDBqBZs2b44IMPAAAfffQRRo8ejQULFmDSpEk5HigREVF+4unsgf51uuObM99Ca9CZllcrEYCGfnXhJM77ipxI7ASJuxfgnj+aPLvIpXCRS+GhEOPmzZtwKV7JIXEYDELG64WM1+c2Y7U5o6TZuMwR1Wb2bSYisl+WE+yNGzeif//+GDZsGPT6/361b9SoEYYPH46VK1cywSYiokJP6iRBZW8/RDcagsfJT5GsUaKcxxvwVLjDTcb5VvMTTzcZpE5iaPXpk1MXuRRuipzvn26r2mztuiOrzcbbrDYTEeWMLCfYjx49Qnh4uNV1FStWxIsXL147KCIiooJA4iSBj6sXfFzzR8WYrPNwlaNjZBVs+eVqunVdWwbA083+0ejMq82ZNdPO7WqzQqGw2jSbfZuJiBwnywl26dKlce7cOTRo0CDdun/++QelS5fOkcCIiIioYNNo9UhMUSNZqYGb1xtI1QpQKPI+DpnUCRHVfPGGjyv2HL2FZ3FKlPZxxbuNK+KNEm4Qi0UWI2nbGgzMEdVma/2bWW0mIsq/spxgv//++1i0aBGcnZ3RtGlTAIBSqcSBAwewYsUKfPzxxzkdIxERERUwSSkaHDn3AD/+dcfUNLu8rzv6vlcDvt5504Q+bbVZl5KC+v5apJTUQJ2aiHN/3cKx/19n3u0tJ4nF4kznbDZeZ7WZiKjgy3KC3a9fPzx48ACzZ8/G7NmzAQA9e/YEALzzzjsYMGBAzkZIREREdlOmaqFKfTXomotCAoU87+a/NjIYBJy58gy7j1rOg33vaRLmfnsW43vWhVc2p+rKqG9z2mWpqak5cThW2VNtdnFxgbOzM6vNRERFSJYTbJFIhM8++wwff/wxjh8/joSEBLi7uyM8PBxVqlTJjRjtYjAYsHjxYmzbtg2JiYmoXbs2pkyZAj8/P4fFRERElFcMBgFPXqZg+8Hr+Pf2S4gA1KhcHJ2aVYGvt0ueJnkJyWrsO3bL6rr4ZDUevkhOl2Db6tts7XZuV5szG0Xb1dWV1WYiIrIqW/NgA4C/vz/8/f1zMpbXsnTpUnz33XeYPn06fH19MWvWLPTr1w979+6FTCZzdHhERFQI6XQGxCer8ehFMlJUOpTzdYenqwzurnn/ufMiQYUZG08jVfOqei0A+PvGC9y4n4CJveqiuJdLnsWi0euRqNQAECCGAVKRDhKxDhKRDlKRDufPnMTjm1KLpDm3q82ZNdNmtZmIiHJClhPsqKgomx8+xl9+/fz80LlzZ1SsWPG1A7SHRqPBmjVrMGbMGDRp0gQAMG/ePDRq1Ai//PIL2rVrlydxEBFR0aHV6XHzQQKW7LgAjfa/imrNyiXQ7a2qKJaFkalfl06vx6EzD0zJtTmlWovjl56gTf0KcHIS58jj6fV6qFQqmyNoJyQmo6prHJygg1iUfo7p+KfPEf/09WKwt9rs4uICiSTb9QQiIqIsyfInTrly5bB3714IgoCwsDCUKFECL1++xPnz56HVahEcHIyLFy/iu+++w6ZNm1CtWrXciNvClStXkJKSgnr16pmWeXh4oFq1ajh16hQTbCIiynHxSWos2noeujRTMV248RzlzrmjbYOcS2gzo0zV4/KdlzbXX7zxAs1ql4WrwnZlXRAEaDQam/M1Z7VvszSbhWBjtdnWQGCsNhMRUX6W5QS7RIkSeOONN7BmzRq88cYbpuXPnz9H37590bhxYwwYMACDBw/G/PnzsXLlyhwN2JonT54AQLopwkqWLInHjx/n+uMTEVHRc+VubLrk2ujg6ft4s+Yb2R7IK6skTqL/T55T0q0TQYCb3IC4ly/wTKtOlzjnRd9mQQC0ggQQS1GutA98vDxsVpxZbSYiooIsy59iO3bswMSJEy2Sa+BV4j1o0CB8/vnnGDRoELp27Ypx48blWKAZUalUAJCur7VcLkdCQkK29ikIApRK5WvHlpvUarXp2Ok/xspKbvbnI8oLPJfzL7FYjBfxtv8uSrUW2v9vRp0bjNVmlUplqigHlkhG0tNnkIiMfZ31/9/vWQ+8BH744XSOxyGTyeDi4gKFQgGFQmG6bvxfKldA5OSMlFQBUqkInq5yuLtIIAjpm40DgFarhVarzfE4iXIC35OpsMhv57JIJIJEIsm1H3lzgiAIdreaynKCrVKpIJVan/JDJBIhJeXVr+cuLi7QaDRZ3X22ODu/qhBoNBrTdeBVAqpQKLK1T61Wi8uXL+dIfLlBLBbDYDAgOTnZ0aHkWw8fPnR0CEQ5gudy/iORSFChlKfN9aW8XZGqTMazh8+ztF+DwQCNRmPXxWClel4iB8ZWE4lEkMlkdl0yGkk7NTXV9OVNJBIhVSkgNQF4za7XRA7H92QqLPLLuSwWi+Hu7p6vE2wgfTHXliwn2LVq1cKCBQtQs2ZNlChRwrT85cuXWLJkCcLCwgAAJ0+eRPny5bO6+2wxNg1/9uyZxWM+e/YMVatWzdY+pVIpKleunCPx5RaVSsUKthWpqal4+PAhypQpY/GDC1FBw3M5f1OqBRT3VOBFQvr34Y7NKqGkjwdKeHukqzab/592mVqtzrV4ZTKZRXXZWsVZoVDkeN9mkUgErU6L2Jex8PDw4LlMBRbfk6mwyG/nskgkgpubm80ibn5w48YNu7fNcoIdHR2N7t27o2XLlggLC4O3tzdiY2Nx7tw5uLq6Yu7cuThy5AiWLFmCqVOnZnX32VK1alW4ubnhxIkTpgQ7MTER//77L3r06JGtfYpEIri45N2UJtlhrXpB/3F2ds52Cwai/ITncv4kk+nR/90A7Dl8BXcfvoSTSAd3ZyCgjCvuXTmJ6xdSTf2bc3veZoVCgSRBiafqFzBIAHc3dwgS4JkmFhqxFi0CG6N1QBOIxXkz6JpRnDIed+Mf4EnyS8icpAgQyeAsUUAhdfwXOqLs4nsyFRb56Vx2dnaGXJ53s29kVVZ+eM5ygl2xYkXs378fGzZswIkTJ3Dp0iWUKlUK/fr1Q8+ePeHu7o6UlBTMmzcPb731VlZ3ny0ymQw9evTA7Nmz4e3tjTJlymDWrFkoVaoUWrZsmScxEBFRwWesNmc0gra1kbT9zL6fPM2BFncymSzDOZuN182rzS9SYjHr2Aqk6lLxAv/ffUgOuEoVCC8XmufJ9cuUONxPfIQUbSpequLgJnNBgjoJceoEVPH2h7M0/36RIiIiyq5sDdXp5eWFYcOG2VwfEhKCkJCQbAeVHUOHDoVOp8P//vc/pKamom7duli9erXdbeWJiKjwSjtvs7XE2Xg9t6vNtpJm89vZGUnb26UYRjboi91XfsGlZ9cgggghvlXRrmpz+Lh65cIR2ZaqVSNBnYTdV3/FS2Wsafnv+BMdqr2FZE0KE2wiIiqUspVg3759G4cPH4ZSqUzXTFkkEmHw4ME5ElxWODk5YcyYMRgzZkyePzYREeW97Fabc5qx2qxQKKxOPWWt2pwbxCIxfN1KoEfNjlBpUyECoJAqHJLIqrQqHL5z3CK5BgABAr7/9ydUbJA3Y7QQERHltSwn2D/88AOio6NtTrHhqASbiIgKh/xSbTYO/mUtWX7danNuUkidHd7HWWPQ4e8n1mfiECDgVtw9lCv2htX1REREBVmWvxUsW7YMDRo0wBdffIFSpUrl6q/xRERUONhTbTZez+1qc0ZJs/F2blebCz8BBtgeiFOjz5tpPImIiPJalhPsR48eYerUqaapsYiIqOgyVpszS5yVSiV0Ol2uxGBPtdl4yc9TgBQmLlIFSruVxOPkZ1bXV/Hxz+OIiIiI8kaWE2x/f388fvw4N2IhIqI0HFFFFQQBWq02XT9ma0mzSpV+DuicYqw2myfLrDYXDO5yN3Sq3gZLTmyAAMsuZQE+FeHj4u2gyIiIiHJXlhPsUaNG4fPPP0eZMmUQGhqar+crIyIqiAw6LfTKRCDpJcq7ieCkToZB4gSx9PVmRTAYDDYT5fxUbTYOGFZQqs0qbSqSNUroDTrIJc4o5uzOhB+An0dZDK3fB7suH8Cd+PtwlSrQpEJ91CtXC+5yV0eHR0RElCuynGB/+eWXePnyJXr16mV1vUgkwr///vu6cRERFUkGjQqq238j7vB3EPRaAIDISYpijT+Awj8UTnKFxfbmfZvzW7XZWvW5sFWbX6TEYcelfbj84gYECPCQuaN9tdYIKl4ZLjJF5jsoxGRSGSp6lUP/Oh8iVauBSqmEj7s3FM5F+3nJrwTBAH1KAgyqFEAEiBVukLgWc3RYREQFTpYT7HfffTc34iAiIgC6+OeIPbgRBgFQQwI1nJCqk+DOb3vhVC0ZGrEsz6rNIpHIrjmbi2rf5jhVApacXIdYVbxpWaImCRvOb0e/2h+ihm9VxwWXj7jKXCHWi/H46UP4uLFpeH5k0KiR+vAq4g5vhkGVBAAQu3nBp/lHkPn6QexU9F7fRETZleUEe8iQIbkRBxFRoZe2b3O6OZuTk5H47CFU+srQwAlAmkrvpas5EkdRrTbntMdJTy2Sa3M/XPkF5YuVhYfcLW+DIsoGXfwzvPxpFWDWX96QHIfnexbD94NoyLx8HRccEVEBk63JO1NTU3H16lVotVrTfNgGgwEqlQqnT5/G6NGjczRIIqL8zLxvc2ZNte2rNmf9rTmjanPaJLooVptzw63YezbXPU95Aa1OC3CYEsrnDBo1Es7+CKQZjO7VSh1S/j0Kab33IHLKX/O9ExHlV1l+tzx+/DiGDRuGxMREq+tdXV2ZYBNRgZdZtdn8em72bZZADzl0cIYerh6eKOYXCFc393TJs0KhYLU5j3m7eNlcp5AoIBaL8zAaouwxaNXQvnxkc73m2V0YdFo4McEmIrJLlt8t58+fj2LFiuGLL77A7t27IRaL0bFjRxw5cgSbN2/GqlWrciNOIqIcYa3abNFMO8vV5qwTiURQKBRWp56SGTRQ/7UNckEDOXSQiP6/qiQSw7ddD8h83siVmCjrAnwqwknkBL2gT7euSYV6bB5OBYJIKoXEowT0iS+srpd6lYJIwlYvRET2ynKCffXqVXz++edo2bIlkpOT8e2336JJkyZo0qQJtFotli1bhpUrV+ZGrEREVhmrzZmNop2SkpKr1WapVJph02zjbWdnZ5vVTYNOC01xd7z8PQaG5DgAgNi1GLwje0DiUTzXYqesK+bsjoF1e2DVmc3Q6DWm5TV8q6JB+dpwEjs5MDoi+zjJFPCo/RaeP7hsZa0IbsFNIGb1mojIbll+xzQYDChVqhQAwN/fHzdu3DCta926NcaNG5dz0RFRkWYc2yGzOZtTUlIcUm3OjZG0xRIpnMsGwrfjKOiVydBqNZC5eULq7s0m4PmMxEmCil7lEd1oEJ4kP0eKRoUyHqXg6ewGVxnneaaCQ+pTGl6NuyD+2M7/pgeUyuHVLAoSd/6wR0SUFVlOsMuXL4+rV6+iTp068PPzg0qlws2bN1GpUiXodDqkpKTkRpxEVEjY07fZ/JJbcqLanJskrsWgFctx5+ZNVPIqDRmT63xJ4iSBt4tXhv2xifI7J7kLXAIiIC9XDfrkOIjEYohdi0Hi4sHBzYiIsijL75rvvPMOZs+eDYPBgKioKNSoUQNffPEFoqKisHz5clSuXDk34iSifM5YbbanmXZeVZszGk2bI2kTEf1HLJVBLPWB1MPH0aEQERVoWU6w+/bti7i4OPz9998AgClTpqBfv34YNGgQ3NzcsGzZshwPkogcw96+zcaRtI3T9uW0/F5tJiIiIiICspFgi8Vii37WwcHB+PXXX3Hr1i1UrFgRbm4cNTU36ZWJ0CXHQf34FtRSBfQKLzi5eEAskTk6NCpAzKvNtkbQdkS12TxhZrWZiIiIiAqaHOlY4+bmhpCQkJzYFWVAlxyHFz+tgvLqCYjkLtC6+EAZ/xI+rXrDuWxViKVMsos6jUaT6ZzNeVFtzmwwMFdXV1abiYoQsVgMhULh6DCIiIhyXZYT7NjYWEybNg3Hjx9HUlJSui/pIpEI//77b44FSK8IggHJF49AefWE5QqDDi8PfAPfrhMhK+brmOAoV9mqNlurOGu12lyJwVhtzihxNv7PajMRGcUlpeLBs2T8e/sF3F1kcPXUQ+ykg1zGgbOIiKhwyvIn3LRp03Dw4EG89dZbKFeuHCtQeUSfHI+EE7usrxQMSL19EbIwJtgFiXm1OaOkmdVmIiqIXsarsGDLeTyN+292kT1HbqHve8EIruQDGZNsIiIqhLL86fbHH39g3Lhx6NGjR27EQ7YIBuhTEmyu1iW+zMNgyJaMqs1pbzuy2my8yGTsVkBEOU+t0WH30VsWyTUAGAB8s/sfTOtfHyWZYBMRUSGU5U83qVTKqbgcQCSRQVa6EjSPb1pdLy8XmMcRFS22+jbnh2pz2mUKhYLVZiJyqGSlFqf/fWJ1nUEQcP1+HEp6ueRxVES5SyQSWV1mfgFe/RhvMBhM2+TW9wYicowsJ9gtW7bEDz/8gHr16uVGPGSDk4sHfJp/hMcxk9OtE7t5QVbSzwFRFWz5rdqc0ZzNrDYTUUGiFwzQGWwnDckpufOeSgWLtYQ0K/dLm7gCr5JV80tGMlqfNjaRSASpVAqFQgG5XA65XA6RSASxWGz6H4DptrXY0j62MdE2Xtfr9emuZxYnEeU/diXYixcvNl13d3fHhg0bcOfOHdSuXTvdqKAikQiDBw/O2SgJACAvVRG+XSbg5YHV0KuSAIgg9wuGV8OOkLp5OTq8fMM4b/OTJ0+g1+ttJs55UW3OrJk2q81EVBg5yyR4w8cVj16mWF0f4MfPLEd5naQ2owuQPhE0v512e+NnX2aJaNqYM9vW2uOnTbrN40q7zFqybPxfqVRCJpOZPsdfh0gkgpOTE5ycnGxuY0zAjRdj0q3X602JuflxElH+kOUE2+j8+fM4f/58uuVMsHOPWK6Aa+XakPv6w6BNhVKtg0YQw0le+Kc+yazabL7MEX2b0y5jtZmIijIPVzm6tAzE/O/OIu1X/8ByXvDxzP+fWyKRKFuJizH5k0gkEIvFFgmSuazs21pCmVGl1NryjK5n9Dhpty9IrB3j69Lr9Tm2r8yIxWKbP8KbV8DTJuDG5NueKr69mMQT2c+uBPvKlSu5HQdlgcTdGwCgSU6GXq12cDSvR6vVZjiCdl5UmyUSic2m2aw2ExFlj/8bHhjVvTa2/3Ydd54kwkUuRbPaZdEorAw8XB3zI6R5wpW2aa+1ZRk14zUSi8WmSqT5JW1Sl3ZfxttpY7MWq/Fx0lZ/qeiypwIO2K7iW/thJbOm9taS97TntbXHJipqcmQIT41Gw4odmeSHajMAKBSKTOdsZrWZiCh3yGUSVCnnhSGdQ6HWaJGamgqfYq5QKJxz/LGsJafG6p/xYkx6nZycXjtBNTbTNe7P3hjtSYiIclJuVPFtMU/AjT8e2UrKc7KynvZHBFvbEeUVuxPspKQkLFy4EAEBAejcubNpuUajQaNGjfDWW29h3Lhxr90nhfIvY99mWyNoG5c5utosFovx8OFDVKlSJd0YAUQZSdGkQGcwQCGRQybhDy9EOcHdVQapkwHPnzxDCe+KmX7RT5sQZNTcOW0z6bQV6NwiEokgkXCaMSJzWfnBKTeZJ9ppk/u0PwCY32YFnnKKXZ8OycnJ6NmzJ65evYrhw4enWxcREYEdO3bgn3/+QUxMDJOaAsRgMCA1NTVdwmztem5WmzPqz2x+255qs0qlYvM5ypIkdQpuvLyN324dQ4omBVWKV0Tzim/Cx8ULErHjvywQOYo9VS9bya75cqlUCjc3N7i7u8PFxcVmVa0g9vMlovzF/Me4rHwfzGoF3ryLR9pB+8yvW6uyW9tH2lio4LIrwd6wYQMePnyIzZs3o2bNmhbrvL29sXDhQpw6dQr9+/fHxo0b0b9//1wJluxnrDZnVHHOi2qzrSoz+zZTfpGiScHuKz/j5MPzpmUnHpzD2UcXMbxBP5T1KOW44IiyIG1yat48Om0CnJX9pF1uawTpjOj1euj1ejaRJqJ8y1EVeGsJPGA9uc9oe3NM0B3LrgT7xx9/RN++fdMl1+bq1q2LqKgo7Nu3jwl2LhMEAY8ePcL9+/eRmJiYr6rN7NtMBU2cKskiuTbSGnT4/tKP6F27C1xl7PpCjpd2gK60F/PlBXXUZyKioiYnxoTIaAA6a83jxWIxJBIJPydyiV0J9oMHDxASEpLpdnXr1kVMTMxrB0UZ+/PPP/Hrr7/m6D7T9m22lTiz2kyFzdUXN2yuuxF3B6laNRNsynPGBNna6NR8DyYiIqPszC4gk8ng5uYGDw8PyOVyi+nebI0Mz6q4/exKsF1cXJCSkpLpdgaDAXK5/LWDoow9fvzY7m3TVptt9W+WSqX8FYuKJInIdnMwEUQAXxaUi8z7Cdoz1RMREdHrEolE0Ol0cHJyyrDFadpkW6/Xp5t/nUl4enYl2EFBQThy5AiaN2+e4XaHDh2Cn59fjgRGtjVp0gSpqalQqVRQKBQ2k2ZWm4kyV7VkZeCK9XXVSwbCRcrqNWVdRv2YjVVoiURi8T8REVF+Ys/0ggaDAXq9PsM+4rYuhZVdCXbnzp0xatQoNG7c2GaSffDgQWzbtg0TJ07M0QApvRIlSqBHjx5ITk6GWq12dDhEBZqHzB1vVW6Kn24csljuKnPBu0EtoZCyVQ69Yp40p+3vbKvvs61ppYiIiAoD4+dfVqXtK16YBsC0K8Fu3bo1fv75ZwwZMgRNmjRB06ZNUbZsWej1ejx69AiHDx/G4cOH0aRJE3Tp0iW3YyYiyjEKmTMaV4hA1RKVcfjOcSSrk1G9ZCBCSgXBx8XL0eGRAxmTYolEAolEYqo8Z/fLBBEREb1i/oN0YUquATsTbACYPXs2AgMDsXbtWhw6dMj0hAiCgOLFi2PUqFHo1asXv3QQUYHjKnOBv8wFZT1KQ2/QQy6RscpYBBn/5lKp1JRUc5RVIiIiygq7E2yRSIT+/fujd+/euHTpEp48eQKxWIwyZcogKCiIX0CIqMCTOkkgdbL7bZHyMWufSWnngk57cXJy4oCPRERE9Fqy/E1SIpGgZs2aGc6JTURElBvMk1/jyNu2+kBbS6apaNPrDYhNTIVWZ4BM6gQvD2c4iXleEBFRzmGphoiI8iVj4mwcZduYTBv7QjNhpqyIS0rFgeN38MOhm0hJ1cHDVYYPmldBk1rlUMydgxkSEVHOYIJNREQOZ0yWzfs+ZzY1CJG9lCotNv10BQeO3zUtS0zR4Jvdl5Co1OCD5gGQy/iViIiIXh8/TYiIKFelbdZtPgq38bqTkxMHFKNcE5+ixs8n7lpd9/2hm2gZ7odSPvxKREREr4+fJkRElCPM+z4bq8/G5t3W5ogmyitxiWoIgvV1Wp0ByUoN4OOat0EREVGhlOUE+6OPPkKnTp3QqlUrODs750ZMRESUz5nPXWntQpSfKOQZn5MyKc9ZIiLKGVmetFoikSA6OhpvvvkmJk2ahHPnzuVGXERElE8YBxuTSqVwdnaGq6sr3N3dUaxYMXh6esLNzQ0KhQIymYzJNeVLxdyd4evtYnVdxTKe8HTjIGdERJQzslzBXr16NZ49e4Zdu3Zh165d2LZtG/z8/NCxY0e0b98evr6+uREnERHlsrRVaWsjeBMVRN4ezpjUOwITlh1DYorGtNzH0xlje9Rhgk1ERDkmW32wS5YsiX79+qFfv374+++/8eOPP2LHjh1YuHAh6tevj65du6J58+b8MkZElE8Z+0ObJ9DmiTVRYeNX2gPzRzTF3SeJuP80CRVKe6CcrzuKF1M4OjQiIipEXnuQM51OB51OB61WCwCIi4vD8OHDUb58ecybNw+BgYGvHSQREWVPRgOPsSpNRU0JLwVKeClQJ4it7YiIKHdkK8G+f/8+du3ahd27d+P+/fsoV64cunTpgg4dOsDX1xdPnz5Fv379MHr0aOzZsyenYyYiojTME2nzqa848BgRERFR3slygt21a1dcuHABcrkcrVq1whdffIHw8HCLbXx9fdGqVSusW7cup+IkIiryjEm0SCQyNeU2/m9+nYiIiIgcI8sJtk6nw5QpU/D222/Dzc3N5nYtWrRAo0aNXis4IqKiyNg/WiaTwc3NDS4uLnB1dWUSTURERJTPZTnB3r59O+Lj43H69Gk0bdoUwKsm47///jvat28PDw8PAEDVqlVzNFAiosLGvFm3sV+0ef9olUoFsVgMZ2dnyOUc5ZiIiIgov8tygn3jxg306tULMpnMlGA/fPgQs2bNwoYNG7Bu3TqULVs2p+MkIipQzAcPM+8XbZxT2njdmFDbYjAY8iJcIiIiIsoBWW5nOHPmTJQpUwZbtmwxLatXrx4OHz6M4sWLY9asWTkaIBFRfmZszu3k5ASZTAaFQgE3Nze4u7vD09MTXl5eKFasGDw8PODm5gZXV1coFArI5XLIZDI29yYiIiIqRLJcwT5//jxmz56NEiVKWCz39vbGgAEDEB0dnWPBERHlF8aKtPlc0Wn/JyIiIqKiLcsJtkgkQkpKitV1Go3GNB82EVFBZCuRNl44bzQRERER2ZLlBDsiIgJLly5FREQEvL29TctjY2OxfPlyRERE5GiARES5JW0ynXagMSIiIiKirMhygj1mzBi8//77aN68OUJDQ+Ht7Y24uDicO3cOcrkcc+fOzY04iYiyxdZgY2mTaiIiIiKi15XlBLtcuXLYu3cv1qxZg7Nnz+LRo0dwd3dHly5d0KtXL5QqVSo34iQiylDaKa+MA4+ZJ9VMpImIiIgoN2U5wQaAEiVKYNy4cTkdCxGRXYzJdNom3axGExEREZEjZSvBTkpKwvHjx6FUKiEIQrr17du3f924iIhMjFNhSaVSSCQSSCQSDjhGRERERPlOlhPsw4cPY/jw4VCpVFbXi0QiJthE9FqMCbUxmTZemFATERERUX6W5QR77ty5qFixIqKjo+Hr68vmmESUbcaE2by/tHHwMalUyoSaiIiIiAqULCfYt27dwtKlS1GnTp3ciIeIChHzBFkkEqUbxds8oSYiIiIiKuiynGC/8cYbSE5Ozo1YiKiAMU+gjYmyeSKdNqkmIiIiIirMspxgDxgwAEuWLEFwcDDKli2bGzERUT5i3ozbvPKcthLN5txEREREVNRlOcHes2cPnj59ipYtW8Lb2xvOzs4W60UiEX799dccC5CI8oYxQTZWoplEExERERFlTZYT7FKlSqFUqVK5EQsR5YG0ibR5Qs2pr4iIiIiIsi/LCfb06dNzIw4iymFMpImIiIiI8laWE2yjmzdv4tixY3j27BmioqJw//59VK1aFW5ubjkZHxFlgok0EREREVH+kOUEW6/XY8qUKdixYwcEQYBIJEKbNm2wZMkS3L9/HzExMWxCTpQLrPWRlkgkTKSJiIiIiPKJLM+bs2zZMuzZswdffPEFjh07BkEQAADjxo2DwWDAvHnzcjxIoqJEJBKZRuyWyWRwdnaGm5sbPDw84OXlBU9PT7i5ucHFxQUymQwSiYTJNRERERFRPpDlCvaOHTswdOhQdOrUCXq93rS8atWqGDp0KGbPnp2jARIVdsZkWiKRpGvmTUREREREBUeWE+wXL14gKCjI6jpfX18kJia+dlBEhZWxOm1Mps2TaiIiIiIiKtiynGD7+fnh8OHDaNCgQbp1J0+ehJ+fX44ERlTQGZttW0um2aSbiIiIiKjwyXKC/dFHH2Hy5MnQarVo1qwZRCIR7t69ixMnTmDNmjUYP358bsRJlK+lHYDMPKlmMk1EREREVDRkOcHu3LkzYmNjsXz5cmzevBmCIGDkyJGQSqXo27cvPvzww9yIkyhfMfabTptMi8VZHjeQiIiIiIgKiWzNgz1gwAB0794dZ8+eRUJCAjw8PFCzZk0UK1Ysh8MjcjxbTb0lkmxPI09EVGRotHqkqA3w8CrBFj1ERFToZTtDcHNzQ+PGjXMyFiKHY1NvIqKcodMb8PSlEj8cuYEL11/Aw1WGTs0kqOYvhqeb3NHhERER5Qq7EuzmzZtjyZIlqFq1KiIjIzNMNEQiEX799dccC5AoN1mbIotNvYmIXt/9J0kYs+gP/F97dx4Wdbn/f/w1LIMgixuL+4aoqYQIppmaUZ5cKjU75TFPLh2t0Mosg/RYlqImHvtiespMXLPEzMz0lFrW1w6u6S/LFcrSTCh3BQVkfn94Md9GQGfwA8OMz8d1cTVz35/5zHuGOy5fc9+fey7lX/lKz9/+uKCkBdt1b8eG+nuPWxRQ1ezkCgEAMJ5dAbt9+/aqWrWq9TYzeXBFVy/19vb25iuyAKAcnMvJ01sffWcN13/2n/Sf1btTEwI2AMAt2RWwp0yZYr09derUYv0FBQXy8PBg1g+Vhqenp83MNEu9AaDiXMjN196fTpbav+vg72pYO7ACKwIAoGKUKRH/+9//1rBhw6z3d+7cqU6dOmnBggVG1QU4xGQyydPTUz4+PvLz81NAQICCgoIUFBQkf39/ValSRd7e3oRrAKgg1/pz6+nB32IAgHtyOGDPmzdPb775piIiIqxtDRs21AMPPKAZM2bogw8+MLRA4Gomk0kmk0ne3t6qUqWK/P39FRQUpGrVqlnDdEFBAWEaAJwkwM+sthEhpfZHRQRXYDUAAFQchwP28uXLNXr0aL344ovWtrCwMCUkJGjUqFFatGiRoQXi5lYUpr28vOTj46OqVasqICBA1atXV2BgoKpWrSofHx+uowaASqSqr7cef6C1/H29i/U9ck+EagRWcUJVAACUP4e/pisrK0utWrUqsa9NmzaaPXv2DReFm1fRrt5XXzfN9f0A4Frqhfhr5uiu+nrXr9q5P0vV/H10f5cmahAWqKolBG8AANyBwwG7fv36+u9//6uOHTsW69u6davCwsIMKQzu7+pdvf/8XwCAazOZTAqrWVUP3tVM3dvX1R+/Z6tOmJ/8/Ng9HADgvhxOMgMGDFBSUpIKCgp09913q2bNmjp58qQ2bNigRYsW6fnnny+POuHirg7Tf/7Oaa6VBgD35elhktnLpDOnT6pO7VBnlwMAQLlyOGAPHDhQx48fV2pqqs2u4Z6ennrsscc0ePBgA8uDKyoKzH8O0YRpAAAAAO6uTGtxx4wZo+HDh2vXrl06c+aMAgMDFRkZqerVqxtdH1zAnzciKwrSXDcNAAAA4GZT5otdAwIC1KVLFyNrgQso7bppT09PZqcBAAAA3NTsCthxcXGaPXu2WrRoobvuuuuaQcpkMmnDhg2GFQjnKtrV+89BmtlpAAAAACjOroDdvn17Va1a1XqbmUr3VNJS76JQDQAAAAC4NrsCttlslsVikSQ9/fTTqlWrlsxmvmbDlZW0EVlRoOYDFAAAAABwnF3rfFetWqXs7GxJV5aL79+/v1yLgvFMJpM8PT3l4+MjPz8/+fv7q1q1agoKCpK/v7+qVKnCLt8AAAAAcAPsmsGuWbOmkpOTdccdd8hisSgtLU1ff/11iceaTCbFx8cbWuT1bNu2TYMGDSrWnpqaqttvv71Ca6kMWOoNAAAAABXProD9/PPP69VXX9Xu3btlMpmUlpZW6rHOCNgHDhxQgwYN9N5779m0BwUFVWgdzsB3TgMAAABA5WBXwO7Zs6d69uwpSWrRooWWL1+uyMjIci3MEQcPHlSzZs0UHBzs7FIqlNlsltlsZldvAAAAAKgEHE5lixYtUtOmTcujljI7cOCAwsPDnV1GhSsK2IRrAAAAAHA+u2aw/6x9+/b66aefNGvWLG3dulVnz55V9erVFRMTo/j4+AoP3xaLRYcOHVJwcLD69eunrKwsRUREaPTo0Tc0y26xWJSTk2Ngpagoubm5Nv8FXBVjGe6CsQx3wDiGu2AsO85isdh9+a3JUvT9W3bKyMjQI488Ii8vL3Xr1k21atXS77//ri+//FL5+flKS0szNGQfPXpUcXFxpfa///77euSRR9SlSxfFx8fLZDJp0aJFWr9+vVauXFmmme09e/YoLy/vRsoGAAAAALgJs9msNm3aXPc4hwP2E088oePHj2vx4sUKCAiwtp87d06PPfaY6tSpozfffNPxikuRn5+vX375pdT+Ro0aKScnR35+ftZdsgsLC9W7d2/FxsZq4sSJDj/nnj17ZLFYbspl5+4gNzdXhw8fVqNGjeTr6+vscoAyYyzDXTCW4Q4Yx3AXjGXHZWRkyGQy2RWwHV4ivn37dk2ePNkmXEtSQECAhg8frpdfftnRU16Tt7f3dWfEr67Fw8ND4eHhysrKKvPzmkwm+fn5lfnxcD5fX19+h3ALjGW4C8Yy3AHjGO6CsWw/R76dyeHdsby8vGQ2m0vsM5vNFb60etOmTYqKitJvv/1mbSsoKND+/fuZgQYAAAAAVBiHA3abNm20dOlSXb2y3GKxaMmSJWrdurVhxdkjJiZGNWvW1NixY/XDDz/owIEDevHFF3X69GkNHjy4QmsBAAAAANy8HF4i/swzz2jAgAHq3bu3evTooeDgYP3+++9at26dfv75Z6WmppZHnaXy9/fXggULNH36dA0dOlSXLl1Su3bttGTJEtWqVatCawEAAAAA3LwcDtht2rTRvHnzNGPGDM2ePdu6ZXnr1q31zjvvKDY2tjzqvKb69esrJSWlwp8XAAAAAIAiDgfsVatWqUOHDkpLS1Nubq7Onj2rwMBAdqADAAAAANzUHL4Ge8qUKfr+++8lXdl5LjQ0lHANAAAAALjpORywa9asqbNnz5ZHLQAAAAAAuCyHl4j/9a9/1auvvqqtW7eqWbNmJW4k1qdPHyNqAwAAAADAZTgcsKdOnSpJ+vjjj0vsN5lMBGwAAAAAwE3H4YC9cePG8qgDAAAAAACX5nDArlu3bnnUAQAAAACAS7N7k7Ply5erZ8+eioqK0n333acPPvigPOsCAAAAAMCl2BWwP/zwQ02YMEGXL19Wt27d5OnpqVdeeUUpKSnlXR8AAAAAAC7BriXiS5cuVY8ePfSvf/1LJpNJkpSUlKTFixdr1KhR1jYAAAAAAG5Wds1g//TTT3rooYdsgvSgQYN07tw5HT16tNyKAwAAAADAVdgVsC9evKiqVavatIWGhkqSzp8/b3xVAAAAAAC4GLsCtsViKbYM3NPTU5JUWFhofFUAAAAAALgYu3cRBwAAAAAApbP7e7C/+uor/fjjj9b7hYWFMplM2rRpkw4dOmRzbJ8+fQwrEAAAAAAAV2B3wJ49e3aJ7bNmzbK5bzKZCNgAAAAAgJuOXQF748aN5V0HAAAAAAAuza6AXbdu3fKuAwAAAAAAl8YmZwAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABjA7u/BLnLx4kWlpKRoy5YtOnfunAoLC236TSaTNmzYYFiBAAAAAAC4AocDdlJSkpYvX67o6Gg1a9ZMHh5MggMAAAAA4HDA/uyzzzRq1CjFx8eXRz0AAAAAALgkh6ef8/PzFRMTUx61AAAAAADgshwO2J07d9amTZvKoRQAAAAAAFyXXUvEV61aZb3dqlUrpaSkKDs7W+3atZOfn1+x4/v06WNUfQAAAAAAuAS7AnZCQkKxtk8//VSffvppsXaTyUTABgAAAADcdOwK2Bs3bizvOgAAAAAAcGl2XYNdt25d68/27dvl5+dn01b0YzabtXbt2vKuGQAAAACASsfhTc4SExN15MiREvv27dunlJSUGy4KAAAAAABXY9cS8REjRigjI0OSZLFYFB8fL7PZXOy4EydOqEGDBsZWCAAAAACAC7A7YKelpUmSPvroI91yyy2qUaOGzTEeHh4KDAxUv379jK8SAAAAAIBKzq6AHR0drejoaOv9p556SvXr1y+3ogAAAAAAcDUOX4M9ZcqUUsN1Tk6Ovv766xsuCgAAAAAAV2PXDPafHTt2TP/85z+1fft25efnl3jMvn37brgwAAAAAABcicMBOykpSbt27dJf//pXffvtt/L19VVUVJS++eYbHTx4ULNmzSqPOgEAAAAAqNQcXiK+fft2Pfvssxo/frwefPBBmc1mvfDCC/rwww8VGxurjRs3lkedAAAAAABUag4H7AsXLqhly5aSpKZNm1qXg3t6emrgwIHasmWLsRUCAAAAAOACHA7YISEh+v333yVJDRs21JkzZ5SdnS1JCgoK0okTJ4ytEAAAAAAAF+BwwO7atav+53/+R99++61q166tsLAwzZ8/X+fPn9eHH36o0NDQ8qgTAAAAAIBKzeGA/fTTTyswMFApKSmSpNGjR2vRokWKjY3VJ598oiFDhhheJAAAAAAAlZ3Du4hXr15daWlp1mXh999/v+rUqaPdu3crMjJS7du3N7xIAAAAAAAqO4cDdpGQkBDr7ZiYGMXExBhSEAAAAAAArsiugJ2YmGj3CU0mk5KSkspcEAAAAAAArsiugP3RRx/JZDIpNDRUHh7XvmzbZDIZUhgAAAAAAK7EroDdo0cPbdq0SZcuXVKPHj3Uq1cvtWvXrrxrAwAAAADAZdgVsGfOnKmLFy/qiy++0Nq1azVkyBDVrFlTvXr1Uq9evdSyZcvyrhMAAAAAgErN7k3OqlSpop49e6pnz546f/681q9fr7Vr12rBggWqV6+eevfurZ49e6pJkyblWS8AAAAAAJVSmXYR9/f3V9++fdW3b1+dPn1a69ev17p16/TWW28pIiJCK1euNLpOAAAAAAAqtWvvWGaHnJwcnT9/Xjk5Obp8+bJ+/fVXI+oCAAAAAMCllGkG+/jx4/rPf/6jdevW6bvvvpO/v7/i4uL05JNPqlOnTkbXCAAAAABApWd3wM7KytK6dev0n//8R7t375afn5+6deum4cOHq3PnzjKbzeVZJwAAAAAAlZpdAXvAgAH6f//v/8nHx0ddu3ZVSkqKunbtKh8fn/KuDwAAAAAAl2BXwN61a5c8PT0VHh6ukydPasmSJVqyZEmJx5pMJi1cuNDQIgEAAAAAqOzsCtixsbHW2xaL5ZrHXq8fAAAAAAB3ZFfAXrx4cXnXAQAAAACAS7vhr+kCAAAAAAAEbAAAAAAADEHABgAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAALhewx40bp4SEhGLt6enp6tevnyIjI9W9e3etWrWq4osDAAAAANy0XCZgX758WdOmTdOKFSuK9WVmZmrEiBHq2rWrVq1apYcfflgvvfSS0tPTnVApAAAAAOBm5OXsAuyRmZmpxMREHTlyRHXq1CnWv3DhQrVo0ULPPPOMJKlJkybau3ev5s2bp44dO1Z0uQAAAACAm5BLzGBv27ZNLVu21Jo1a1SvXr1i/Tt27FCHDh1s2jp06KCdO3fKYrFUVJkAAAAAgJuYS8xgDxgw4Jr9x48fV1hYmE1bSEiIcnNzderUKdWoUaM8ywMAAAAAwPkB++jRo4qLiyu1f/PmzQoODr7mOS5evCiz2WzTVnQ/Ly+vTHVZLBbl5OSU6bFwrtzcXJv/Aq6KsQx3wViGO2Acw10wlh1nsVhkMpnsOtbpATs0NFRr164ttd+e2WcfH59iQbrovq+vb5nqys/P1759+8r0WFQOhw8fdnYJgCEYy3AXjGW4A8Yx3AVj2TFXT+iWxukB29vbW02bNr2hc9SuXVvZ2dk2bdnZ2fLz81NAQECZ6woPD7+huuAcubm5Onz4sBo1alTmD1iAyoCxDHfBWIY7YBzDXTCWHZeRkWH3sU4P2EaIiYnRtm3bbNrS09MVHR0tD4+y7eNmMpnk5+dnRHlwEl9fX36HcAuMZbgLxjLcAeMY7oKxbD97l4dLLrKL+PUMGjRI3333nZKTk5WZman58+frs88+0+OPP+7s0gAAAAAANwm3CNjNmjXTnDlz9NVXX6lPnz5KS0vT9OnT+Q5sAAAAAECFcbkl4osXLy6xvUuXLurSpUsFVwMAAAAAwBVuMYMNAAAAAICzEbABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADCAl7MLAAAA7ulyoUWnzubqfE6eqoc0VN5lyc/ZRQEAUI4I2AAAwHDnLuQpfc9vWrh2r85eyJPJJMW0DNWIvpEKrUHMBgC4J5aIAwAAw+3cn6VZabt19kKeJMlikbbvzdKEt/+rk2dynVwdAADlg4ANAAAMdeJMrhat3Vdi37E/Luho9vkKrggAgIpBwAYAAIa6lH9Zv58ufZb64JHTFVcMAAAViIANAAAM5eXpoSpmz1L7uQYbAOCuCNgAAMBQ1QN81OP2xiX2VTF7KqJB9QquCACAikHABgAAhvL28lSfrk0V0zLEpr1qFS+9Ovx21Qqq4qTKAAAoX3xNFwAAMFyNwCoa/Ui0Tp67pMPHzsjPx0MNagcpuHpVeXqYnF0eAADlgoANAADKRaC/jwL9fRRazVsHDhxQoG91wjUAwK2xRBwAAJQri8Wiy5cvO7sMAADKHQEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMIDL7SI+btw4Xb58WVOnTrVpHzRokLZt22bTFh0drWXLllVkeQAAAACAm5TLBOzLly8rOTlZK1asUN++fYv1Hzx4UK+88oruvvtua5u3t3dFlggAAAAAuIm5RMDOzMxUYmKijhw5ojp16hTrz8rK0unTpxUVFaXg4GAnVAgAAAAAuNm5xDXY27ZtU8uWLbVmzRrVq1evWP+BAwfk4eGhJk2aOKE6AAAAAABcZAZ7wIAB1+w/ePCgAgMDNWHCBKWnp6tq1ar6y1/+oqeeekpms7lMz2mxWJSTk1Omx8K5cnNzbf4LuCrGMtwFYxnugHEMd8FYdpzFYpHJZLLrWKcH7KNHjyouLq7U/s2bN1932fehQ4d06dIlxcTEaNiwYdq7d6+mTZumY8eO6fXXXy9TXfn5+dq3b1+ZHovK4fDhw84uATAEYxnugrEMd8A4hrtgLDvG3olbpwfs0NBQrV27ttT+GjVqXPccSUlJGj9+vAICAiRJERER8vb21nPPPaexY8eqVq1aDtfl7e2t8PBwhx8H58vNzdXhw4fVqFEj+fr6OrscoMwYy3AXjGW4A8Yx3AVj2XEZGRl2H+v0gO3t7a2mTZve0Dk8PT2t4bpIRESEJOn48eNlCtgmk0l+fn43VBecy9fXl98h3AJjGe6CsQx3wDiGu2As28/e5eGSi2xydj0DBgzQP//5T5u2PXv2yNvbW40aNXJOUQAAAACAm4rTZ7CN0Lt3byUlJal169a6/fbbtWfPHr3++usaNmyY/P39nV0eAAAAAOAm4BYBe+DAgfLw8NDChQs1adIkBQcHa/DgwRo+fLizSwMAAAAA3CRMFovF4uwiKptvv/1WFoulzF/xBeeyWCzKz8+Xt7e3Q9dLAJUNYxnugrEMd8A4hrtgLDsuLy9PJpNJ0dHR1z3WLWawjcZAc20mk4kPR+AWGMtwF4xluAPGMdwFY9lxJpPJ7ozIDDYAAAAAAAZwi13EAQAAAABwNgI2AAAAAAAGIGADAAAAAGAAAjYAAAAAAAYgYAMAAAAAYAACNgAAAAAABiBgAwAAAABgAAI2AAAAAAAGIGADAAAAAGAAAjYAAAAAAAYgYAMAAAAAYAACNtzSuHHjlJCQUKw9PT1d/fr1U2RkpLp3765Vq1ZVfHGAg7Zt26bmzZsX+/nvf//r7NKAayosLFRKSoo6d+6sW2+9VUOHDtXPP//s7LIAh/36668l/h1OS0tzdmmAXebMmaNBgwbZtO3bt0+PPvqooqKidOedd+rdd991UnXuxcvZBQBGunz5spKTk7VixQr17dvXpi8zM1MjRozQsGHDlJycrC+//FIvvfSSQkND1bFjRydVDFzfgQMH1KBBA7333ns27UFBQU6qCLDPnDlz9P7772vKlCkKDQ3V9OnT9Y9//ENr1qyR2Wx2dnmA3Q4cOCAfHx9t2LBBJpPJ2h4QEODEqgD7LFiwQCkpKYqNjbW2nTp1SkOGDNHdd9+tiRMnavfu3Zo4caKqVaumBx980InVuj4CNtxGZmamEhMTdeTIEdWpU6dY/8KFC9WiRQs988wzkqQmTZpo7969mjdvHgEbldrBgwfVrFkzBQcHO7sUwG55eXmaP3++XnjhBXXt2lWSNHPmTHXu3Fnr169Xr169nFwhYL+DBw+qcePGCgkJcXYpgN2ysrI0btw47dy5U40bN7bpW758ucxms1555RV5eXmpadOm+vnnn/XOO+8QsG8QS8ThNrZt26aWLVtqzZo1qlevXrH+HTt2qEOHDjZtHTp00M6dO2WxWCqqTMBhBw4cUHh4uLPLAByyf/9+XbhwwebvbmBgoG655RZt377diZUBjuPvMFzRDz/8oKCgIK1evVq33nqrTd+OHTsUGxsrL6//m2/t0KGDfvrpJ504caKiS3UrzGDDbQwYMOCa/cePH1dYWJhNW0hIiHJzc3Xq1CnVqFGjPMsDysRisejQoUMKDg5Wv379lJWVpYiICI0ePVqRkZHOLg8o1fHjxyVJtWvXtmkPCQnRb7/95oySgDI7ePCggoOD9be//U2HDx9Ww4YN9dRTT6lz587OLg0o1V133aW77rqrxL7jx48rIiLCpq1ohcaxY8dUs2bNcq/PXRGw4RKOHj2quLi4Uvs3b9583eWzFy9eLHbNX9H9vLy8Gy8SKIPrje33339fOTk5ysvL04QJE2QymbRo0SI9+uijWrlyJTMqqLRyc3MlqdjfXR8fH505c8YZJQFlkpeXp8OHD8vX11djx46Vn5+fVq9erX/84x9KTU3lMjO4pJL+Xezj4yNJunTpkjNKchsEbLiE0NBQrV27ttR+e2affXx8igXpovu+vr43ViBQRtcb240aNdKOHTvk5+cnT09PSdL06dPVu3dvLV68WBMnTqyoUgGHVKlSRdKVv7NFt6Ur/3Djby5cidls1vbt2+Xl5WUNJK1bt1ZmZqbeffddAjZcUpUqVYr9u7goWPv5+TmjJLdBwIZL8Pb2VtOmTW/oHLVr11Z2drZNW3Z2tvz8/NgFFE5jz9i+enx6eHgoPDxcWVlZ5VkacEOKloZnZ2erQYMG1vbs7Gy1aNHCWWUBZVJS4IiIiNDmzZudUA1w48LCwkr8d7F05cN/lB2bnOGmERMTo23bttm0paenKzo6Wh4e/K+AymnTpk2KioqyuWa1oKBA+/fvZ3k4KrUWLVrI399fW7dutbadPXtWe/fuVUxMjBMrAxyzf/9+tW3bVjt27LBp//777/k7DJcVGxurnTt36vLly9a29PR0NW7cmOuvbxCpAjeNQYMG6bvvvlNycrIyMzM1f/58ffbZZ3r88cedXRpQqpiYGNWsWVNjx47VDz/8oAMHDujFF1/U6dOnNXjwYGeXB5TKbDbr0UcfVXJysjZu3Kj9+/dr9OjRCgsL0z333OPs8gC7RUREqFmzZpo4caJ27NihzMxMTZkyRbt379YTTzzh7PKAMnnwwQd1/vx5jRs3ThkZGVq5cqUWLlyoESNGOLs0l8cScdw0mjVrpjlz5mj69OlauHCh6tWrp+nTp3PtFCo1f39/LViwQNOnT9fQoUN16dIltWvXTkuWLFGtWrWcXR5wTU8//bQKCgo0fvx4Xbx4UbGxsXr33XeLbawDVGYeHh566623lJycrGeffVZnz57VLbfcotTUVDVv3tzZ5QFlUrNmTc2bN0+TJ09W3759FRwcrLFjx6pv377OLs3lmSx8ATAAAAAAADeMJeIAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AcHsWi8XZJcBO/K4AAK6MgA0AqFR27typUaNGqVOnTmrTpo3i4uI0fvx4ZWZmlul8GRkZGjBggGH1rV27Vt26dVObNm00YcKEax77xRdf6LHHHlNMTIzatGmje+65R5MmTdIff/zh0HMOGjRIgwYNupGyHdK8eXPNmjWr1P5Zs2apefPmxX6ioqLUo0cPpaSkqKCgwKHnPHv2rF588UXt2LHjRsu32rNnj1544QXdeeedioyMtI6lI0eO2BxX0e8vAMB9eTm7AAAAisydO1f/+te/1KlTJyUmJiokJEQ///yzli1bpr59+2rKlCnq1auXQ+dct26ddu3aZViNEydOVKNGjTR16lSFhoaWetxHH32khIQEPfzwwxo8eLB8fX2VkZGhuXPn6ssvv9SHH36oatWqGVaXM3zwwQc290+dOqU1a9Zo9uzZys/P15gxY+w+1759+7Rq1Sr169fPkNqWLl2qpKQk3XbbbRozZoxCQkL0yy+/aN68efr888+VmpqqVq1aGfJcAAAUIWADACqFL7/8UjNmzNBTTz2lZ555xtrevn179enTR2PGjFFCQoIiIiLUrFkzp9V5+vRpderUSbfddts1j5s9e7Z69+6tV1991drWoUMHxcTE6IEHHtCKFSv0+OOPl3e55SoqKqpYW7du3XT06FGtWLHCoYBtpJ07d2ry5MkaOHCgxo0bZ22/7bbbFBcXp379+ikxMVGrV692Sn0AAPfFEnEAQKXw5ptvqnHjxnr66aeL9Xl7e2vixIny9PTUO++8Y20vaSlz0fLlottvvvlmqcdebc+ePRo2bJhuu+02RUdH64knntChQ4ckSVu3brWed/bs2WrevLmOHj1a6rn++OOPEq8nbtGihRITE9W6dWtrW35+vmbPnq27775bkZGR6tWrlz788EObx1ksFr3zzjvW5c4PP/yw9uzZY3f9RbKzs5WYmKiuXbsqMjJS/fv318aNG6/5vjjK39+/WFtaWpr69eunqKgoRUZG6oEHHtDatWslXXlv//73v0uS/v73v9ss196wYYP69eunNm3aqFOnTpo0aZJycnKu+fzvvvuuAgIC9NxzzxXrq1GjhhISEtS9e3edP3/e2m7P+7thwwb97W9/U9u2bdW6dWvde++9WrJkibW/aIykp6dr6NChuvXWW3X77bdr2rRpNkvmz58/rwkTJqhjx45q27atRo8erQULFljH1428dgCAcxGwAQBOd/LkSX3//ffq1q2bTCZTicdUr15dt99+u0Nh8KGHHlL//v0lXVnO/NBDD5V67JYtWzRgwAAVFhZq8uTJmjRpkn777Tc98sgjyszMVKtWraxLovv3768PPvhAISEhpZ7vzjvv1Keffqr4+HitWbNGWVlZ1r7BgwerQ4cO1vsvvvii5s6dq/79++vtt99W165d9dJLL2nVqlXWY3bu3Kn169frn//8p6ZNm6asrCw98cQT1uB2vfqlK6G/f//+2rZtm0aPHq1Zs2apbt26io+PL9NsbkFBgfUnLy9P2dnZSk1N1TfffKM+ffpYj1u6dKkmTJiguLg4vf3225o+fbq8vb31wgsv6NixY2rVqpX1evYJEybo5ZdfliR98sknio+PV5MmTTR79myNHDlSq1ev1lNPPVXqZmgWi0WbN29Wx44d5evrW+Ix9957r0aOHGnzQcD13t9NmzYpPj5erVq10pw5c6zv3WuvvaZvv/3W5vzPP/+82rVrp7feekv33Xef5s+frxUrVlj74+PjtW7dOo0aNUozZ87UhQsXNGPGDJtzlOW1AwCcjyXiAACn+/XXXyVJ9erVu+ZxDRs21MaNG3XmzBkFBQVd97xhYWEKCwuTVPJy5j+bMWOG6tevr3nz5snT01OSdMcdd+iee+7RrFmz9MYbb1jPERYWdt3zvfbaayosLNTnn3+uDRs2SJIaNGigu+66S0OGDLHWdejQIX366acaN26cdRa3Y8eOOnbsmLZu3WoNqmazWXPnzrVet33+/HmNHz9eGRkZatGihV31p6am6uTJk1q3bp3q168vSeratasGDx6s119/Xb1795aHh/2fvZd0DXOdOnU0atQoDR8+3Np25MgRDR06VPHx8da2evXqqV+/fvr222/Vu3dvhYeHS5LCw8MVHh4ui8Wi5ORkde7cWcnJydbHNWrUSIMHD9ZXX32lO++8s9jznzp1SpcuXbruWLra9d7fjIwM9enTx2bJedu2bXXbbbdp+/btio6OtrY/9NBD1tfasWNHbdiwQZs2bdIjjzyi9PR0bdmyRbNmzVL37t0lSV26dNF9992njIwMSSrzawcAOB8BGwDgdEUzct7e3tc8rig43sgMXmFhoQoLC633TSaTLl26pD179ig+Pt76HJIUGBiobt266auvviq17suXLxer0WQyKSAgQCkpKTp69Ki++uorbd26VVu3btWCBQu0fPlyvfvuu4qOjrbumn3PPffYnOeNN96wuR8eHm6zKVpRgDx37pxycnLsqn/btm1q27atNVwXuf/++5WYmKgff/zRGnTtUTQre+HCBS1atEhbt27VuHHjdPfdd9scl5CQYK318OHDOnz4sNLT0yVdWR5fkh9//FHHjx/XiBEjbJZXx8bGyt/fX998802JIbPoA4Krfy/Xc633V5L1evmcnBz98ssv+umnn6xLyK9+DW3btrW5HxYWZl3avWXLFnl7e9u8Rx4eHurRo4f1EoayvnYAgPMRsAEATle3bl1J/zeTXZojR47Iz8/vhnbffumll/TRRx/ZPPeyZctksVhUq1atYsfXqlXLGrKutm3bNuusc5FFixbZbIBWr149DRw4UAMHDlRhYaE2bNigxMRETZo0SStXrtTp06clSTVr1rxm3X5+fjb3i4JkYWGhzp07Z1f9Z86cKXFmt+hxZ8+evWYNV2vTpo31dvv27TVs2DA9++yzSk1NVWxsrLXvl19+0YQJE7RlyxZ5eXmpSZMm1uuNS/uwpOh9mThxoiZOnFisPzs7u8THVatWTVWrVtWxY8dKrTsnJ0d5eXk24+ha76905TKGl19+WRs2bJDJZFLDhg3Vrl27El9DlSpVip2r6JhTp06pWrVqxVYK/Pl3V9bXDgBwPgI2AMDpatasqaioKH3++ed69tlnS7wO+/z58/rmm28UFxdn0371TOX1NoEaOXKkBg4caL1vNpsVEBAgk8lU4vdT//7776UG+latWtlcWytJjRs31meffaaXX35Zy5YtU+PGja19Hh4e6t69u7Zv367ly5dLujLLLF0JcEXLxqUrs5gnT55UTEzMNV+PJLvrDwoKKvUY6cp17mXl4eGhpKQk9ezZU4mJifr000/l4+OjwsJCDR8+XN7e3lq+fLluueUWeXl5KSMj45rXfRe9L2PHjlX79u2L9V/rEoE77rhDW7du1aVLl+Tj41Osf+XKlZo8ebLee++9YrPNpXn++eeVmZmp1NRURUdHy2w2Kzc3V2lpaXY9vkhoaKhOnTqlwsJCm5B94sQJ6+0bee0AAOdikzMAQKUwcuRI/fjjj8WWRktXQvTLL7+sixcv2ny1lb+/v44fP25z7NUbTl09U1ivXj21adPG+tO8eXP5+fmpdevWWrt2rU1gP3funDZt2mSdqbyav7+/zbnatGkjf39/NWvWTKdPn9bChQtLfNzhw4cVEREhSdZzF12nXWTmzJl67bXXSnz81eytPzY2Vrt27dKRI0dsHr969WoFBwerYcOGdj1faWrXrq0nn3xSR44c0dy5cyVdmbH96aef1L9/f0VGRsrL68pn+19//bWk/5sh/vPSdklq0qSJatasqaNHj9q8v2FhYZoxY4b27t1bah1Dhw7V6dOnNXPmzGJ9J06c0Lx589SwYcPrXkf/Zzt37tRf/vIXdejQQWazucTXYI/27duroKBAX3zxhU37n3//N/LaAQDOxQw2AKBS6Ny5sxISEvT6669r79696tu3r0JCQnT06FEtW7ZM+/bt0+TJk9WiRQvrY4p26o6MjFTjxo310Ucf6eeff7Y5b9Fs4Jo1a3TrrbcWu/64yJgxYzRs2DA9/vjjevTRR5Wfn6+5c+cqLy9PI0eOdOi1NGnSRMOHD9fbb7+tY8eO6f7771dYWJhOnDihjz/+WOnp6UpNTZV05Wu77r33XiUnJ+vixYtq1aqVNm/erPXr15f4YUNp7Kl/yJAhWr16tYYMGaKRI0eqevXqWrVqlbZs2aKkpCSHNjgrzeDBg7VixQq988476tOnj+rXr6+6detq6dKlCgsLU2BgoDZv3mz98CE3N1fSlVl46cpu3UFBQWrRooVGjx6tCRMmyNPTU926ddPZs2c1Z84cZWVllbjBWpGoqCg988wzeuONN5SZmam+ffuqevXqOnTokObPn68LFy5o7ty5pe5YX5LIyEh98sknatWqlcLCwrRr1y69/fbbMplM1tdgj9jYWHXq1Enjxo3TH3/8oTp16mjFihXav3+/tR5PT88yv3YAgHMRsAEAlcaQIUPUtm1bLVy4UNOmTdPJkycVHBysTp06afLkycU24EpMTFRBQYGmT58uLy8v9ezZU2PGjNH48eOtx3Tv3l0ff/yxEhIS1L9/f73yyislPnfHjh2VmpqqlJQUPffcczKbzYqJidG0adPUrFkzh1/Lc889p5YtWyotLU2TJk3S+fPnFRgYqJiYGK1YscLmg4Lp06frzTff1OLFi3Xq1Ck1btxYb7zxhu699167n8+e+oODg7Vs2TLNmDFDkydPVn5+vlq0aKE5c+YUW3pfVmazWS+99JJGjBihKVOmaM6cOZozZ44mT56shIQEmc1mhYeH69///reSkpK0Y8cODRo0SM2aNVPv3r21dOlS/e///q/WrFmjhx56SFWrVtW8efP0wQcfyM/PT9HR0UpOTi71g5IiTz75pG655RYtXbpUU6ZM0enTpxUWFqYuXbroiSeeUJ06dRx6XVOnTtVrr71mXVXQqFEjTZw4UatXr7ZuVGevmTNnaurUqZoxY4YKCgoUFxenAQMG2Hwt2428dgCA85gsfJkiAABAhfj111+1e/duxcXF2WyG9vTTT+vIkSM2G/ABAFwPM9gAAAAVxMPDQwkJCYqLi1P//v3l6empr7/+Wp9//rmmTJni7PIAADeIGWwAAIAKtGXLFs2ePVv79u1TQUGBmjZtqiFDhqh3797OLg0AcIMI2AAAAAAAGICv6QIAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAP8fUxeOysF4bCoAAAAASUVORK5CYII=", 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", 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", 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5/vvvjcjISGPr1q2GYRjGiy++aDRu3Ng4d+6cY52zZ88anTt3NrZv327ExcUZjRs3Nl555RVH+2uvvWZERUUZiYmJLl/XLVu2GJGRkcauXbtctrsSGRlp9O/f32nZo48+arRs2dJxe8KECcabb77ptM4nn3xiREZGGnv27DEMwzDmz59vREZGGl9//bVjnZMnTxqRkZGOfXDevHlGo0aNjDNnzjjW+fvvv40GDRoYgwYNMgzDMP744w+jbt26xquvvur0eHPnzjUaNWpkREdHu3weJ06cMOrWrWusX7/esWzhwoVGVFSUkZycbJw7d86IjIw0Nm3a5GiPi4szXnjhBePQoUOXfZ0yO336tDFo0CAjMjLSiIyMNOrWrWv07t3bmDdvnhEbG+tY77PPPjMiIyONbdu2OZbZbDZjwIABxrx58wzDMIwuXboYnTp1MtLS0hzrzJkzx4iMjDTi4+MNq9VqtG/f3hg6dKhTDcePHzcaNGhgvPzyy4ZhGMbYsWONVq1aGXFxcY510tPTjR49ehj9+vVzvEaRkZHGunXrcnxuTZs2zfZ+zk3m98fvv/9uREZGGosXL3ZaZ+PGjUZkZKSxc+dOwzAMo2HDhk7rWK1W48UXX3R8/qxbt86IjIw0Tpw44bSdzJ9ZhnFp3x0wYIDTOnPmzDEaNWpk/P33345lqampRrdu3YxHHnkkx+eR02Pa2Z+bfb98/fXXjUmTJjmtExMTY0RGRhpLly41DOPSvhwZGWm8//77jnWeeuopo3v37obNZjP27t1rREZGGrt373a0Hz9+3HjppZeMU6dO5VhrZGSk0atXL8NqtTqWrVixwqhbt65x5MgRwzAuvWe7dOli2Gw2wzAufbbUr1/f2LBhQ55fg2+//daIjIw05s6d67Re165djZEjRxqGYRiHDx82IiMjjZUrVzqtM3bsWGPKlClGbGys0bBhQ2PatGlO7T/88IPT57z98yPzZ9err77q+H/CbuvWrUZkZKTx66+/Op5n27Ztjfj4eMc6MTExRvPmzY0XX3wxx+d6yy23GH379s22PCMjw/F/kv3HbtCgQUbDhg2dPn/feuutbH9DwzCMxx9/3GjUqJERExNjGEb2fdcwsr/e9tcg898oOTnZaN++fa77LoC8owcbwBUJCAhQ165dnYaJf/zxx+rVq5dMJpPTuhUqVNCqVavUokULnTp1St98843WrFmjPXv2KD09/bKP1aJFC6fbVatWzXEIaWbTpk1TgwYN1KBBAzVq1Ejdu3fXunXrNGrUqGzDoyMjIx2/JyUl6cCBA+rVq5fTMNawsDB16dIlzz1h+/btU3p6erbh1FOmTNHy5cuzrb93714lJyera9euysjIcPzYh5B/9dVXjnVLly7t1AtfsWJFSXIM4/zxxx/VtGlTx4RKklS+fHl99tln6tq1q0JDQ3XjjTfqgw8+cLRv3LhRPXv2VFBQkMvnYzZf+q/DZrPl6fnbNW/e3Ol21r/f7NmzHT3re/fu1fr16x11Zd0/Mp9Tb3/O9l7ub7/9VlFRUU69o5UrV1ZUVJTj9rfffivDMFy+xqmpqTkOea5SpYqaN2+ujz/+2LHs448/Vo8ePRQQEKCyZcuqdu3aeuKJJzRlyhRt3rxZhmFo6tSpTvtWXlSsWFGrV6/Wxx9/rMmTJ6tTp046efKkFi9erF69eunPP/+UJO3evVt+fn5OIwpMJpPefvttp56xxo0bO02KZh9iHhcXp2PHjun8+fO65ZZbnGqoVq2aoqKiHPv6999/ry5dujjNreDr66ubb75ZBw4cUGJiYp6em8lkktVqdev1sLP3lGet9eabb5aPj4+j1tatW2vBggUaO3as1q9f7+i1y/o5khdZ/3bffPON6tevrwoVKjj2HbPZrI4dO+rrr7/O1/PKzP7ZOWLECL300ktKSkrSwYMHtWXLFr322muS/n1P1KxZU82bN3f0JKelpWnz5s3q06ePTCaT6tSpo9KlS+vBBx/UU089pR07dqhcuXKaNGlStskps+rRo4fj/S5JN954owzD0Lfffivp0qidkydPavfu3ZIujYIICAhQjx493H7Omd+f0qX93/6etm8/62fovHnzNGPGDO3bt09paWnZ9okWLVqocuXK2T6rmzVr5vjdPrlY5s+UUqVKSZLj8+nbb79V69atFRAQ4Ph7h4SEqEWLFrn+vY0cLjfZpUsXx/9J9p/MQ+qrVKni9Pn7/fffq3Llytk+Q2+99Valpqbmabh/Zj4+Prr55psdtwMCAtSxY0e3T/UA4BqTnAG4YjfddJPjPOrg4GB98803GjdunMt1P/jgA82ZM0enT59WqVKlVK9evTxPYhQYGOh022w25+l62Q8//LBjqLnZbFZoaKgqV66c7dxPSU4zucbHx8swDJezu5YtW/aywyvtYmNjJV0Kw+6sbz/3Lqtz5845fs/6mti/mNvDb2xs7GWHavbr108ffPCBdu/eLYvF4hhWm5PKlStLkk6ePJnjOtHR0QoODpa/v79jWdbAnvXvd+DAAT3zzDM6cOCAAgICVLt2bcdjZf07Z37e9gBgXyc6OloNGjTIVlO5cuV0/vx5Sf++xpm/ZGaW2+WS+vTpo6effloxMTE6c+aM4xxL6dLrv3z5ci1ZskSffvqpNmzYID8/P3Xv3l1PP/2044u7O2rXrq3atWtr2LBhSk9P1/r16/Xss89qzpw5mj9/vmJjY1WqVCmnIOSKq9dfurSv2F+PnPZ1+7nFFy9ezHEdwzDyfPmwypUrO51WklVGRoaio6NdDhG3n/6Q+aCRdCnoR0REON6Xc+fO1dKlS7VlyxZt3bpVZrNZ7dq109NPP+32LN1Zn3NsbKyOHz/ucj+TLh3gyvrezAv7fmc/aBQdHa2nnnpK27Ztk8lkUvXq1R0hK/N7ol+/fnr88cd16tQp/fTTT4qLi9Ptt98uSQoODtZbb72lJUuWaPPmzXrnnXcUGBioW2+9VdOmTXN6j17uedvPFbYHzzZt2qhKlSrauHGjWrZsqY0bN+qmm27K13PP+v9A5s8H+/7p6jxm6d99Iq+f1SEhIZd9/MxiY2O1efNmbd68OVtbbp/rlStX1k8//STDMJwOOL/22muOAyQ7d+7UwoULs9WcWW7vO0l5OtCcteasVyAoU6aM0/nqAPKPgA3ginXs2FGhoaH65JNPFBoaqipVqjjOD81s9+7dmjx5sgYNGqThw4c7vkS+/PLLBXrkvHLlymrUqJHb9wsNDZXJZNKFCxeytZ0/fz7PYSksLEzSpS/LtWrVciw/ffq0jh8/nq1Xwr7+rFmzVKNGjWzbc+dyLqGhoY5zdzP75ptvVKVKFVWtWlWtWrVStWrVtHXrVvn5+al69eq59vLVr19fZcuW1eeff66BAwe6XOfpp5/Wt99+q88//zxPB1Ds54nWrVtXH330ka699lqZzWbt2rVLn3zySZ6fr3QpnLg6LzLzMvtrvHLlSgUHB2db95prrslx+z179tRzzz2nTz/9VMePH1elSpXUqlUrR3uFChX09NNP66mnntLBgwe1detWvf766woPD8/1wEVmK1eu1JIlS/TZZ585hRU/Pz/HpGn2S9mFhoYqNjZWNpvNKWT/9ttvysjIyNO+b9+Xc9rXIyIiJEnh4eE5riNJERERTgeAcnL99ddr5cqVOn/+fLagLF06R3vUqFGaM2dOtoMg9ku/nT9/3ungUXp6umJiYhy1hoaGauLEiZo4caL++OMPbd++XYsXL9YzzzyjN954I9vBKLu89MKHhoaqVatWmjRpkst2i8Vy2W248vXXX8tkMjnef4899piOHj2qN998U82aNZPFYlFycrLWrl3rdL+ePXvq+eef1yeffKK9e/eqbdu2TvtwrVq1NHPmTFmtVu3fv1+bNm3S22+/rSpVquR4IE/KHtzsf2d70DWZTLr99tu1atUqDRw4UEeOHCmQ2bAzf4ba/9+QpD/++EPR0dGOfeLChQu69tprs9V8pZc9Cw0NVbt27bJdLUNStok8M+vWrZs+++wzff/9905XmKhXr57jd/uEk7kJDw93OYdD5vedXdaRIa4mAo2Njc0W+i9cuJDjAQwA7mGIOIArZrFY1K1bN/3vf//Tli1bcuwV3Lt3r2w2m8aMGeP4kmS1Wh1D7OxfdC/XE3e1BAUFqWHDhtq8ebPTl5b4+Hjt3LkzWzDOiX1o7vbt252Wr1y5UmPHjs02lL5Jkyby8/PT2bNn1ahRI8ePn5+fZs+enefZeaVLQyT37dvnFC6jo6N1//33O+oxmUzq27evtm3bpm3btjl6vnJiNps1dOhQ7dy5M9tzkqQffvhBO3bscAybzos//vhDsbGxGjJkiOrUqePYBz7//HNJ7g1Hb9mypfbu3ev48ild+iK6b98+p3UkKSYmxuk1jo2N1bx58xw9Zq6EhoaqS5cu2r59u7Zu3apbbrnFUe/evXvVrl077d+/XyaTSfXr19f48eMVGRmpM2fO5Pk51K5dWzExMS5nNbdarTpx4oRj2HKLFi2Unp7uNFO5YRiaNm2alixZkqfHq1mzpsqVK6cPP/zQafmJEye0b98+x5Dali1b6rPPPnPqEbRarfr444/VqFGjPAfLgQMHys/PT88//3y2QJCcnKz58+crPDzc5UR69oMZWWv9+OOPZbVa1bx5c508eVKdOnXS1q1bJV0KmPfff7/atWvn+DvYezEzz5Ju3w8vp1WrVjp27Jhq1qzptP988MEHWrt2rcvRMZdz5swZrV27Vp07d3YM3f7xxx/Vo0cPtWnTxvHaunpPBAUFqVevXvroo4/0xRdfOL2Ht27dqjZt2uj8+fPy8fFRVFSUnn76aYWFhV12n/ziiy+cbn/88ccymUxOB5TuuOMOxwzXNWrUyPPnojvs29y2bZvT8rlz5+q5555TkyZNZLFYsu0Tu3fv1qlTp5yGhOdHq1atdOTIEdWvX9/xt27YsKFWrFihTz/9NMf79e7dW7Vq1dKTTz6Z44GnvATsli1b6uTJk9kORH/wwQfy8/NT48aNJV3ap7P+Tffs2ZNte+np6U5/25SUFH3++edq27btZWsBcHn0YAPwiF69emnkyJEym805XvvY/iXg2Wef1R133KG4uDitWbNGBw8elHTpSHtISIjCwsJ04cIF7dq1S/Xr179qz8GVRx99VMOHD9eIESM0aNAgpaen67XXXlNaWpoefvjhPG2jdOnSGjJkiFauXCmLxaI2bdrowIEDWrNmjSZMmJCtByQiIkIjRozQK6+8ooSEBLVu3Vpnz57VK6+8IpPJ5NT7cTlDhw7Vxo0bNXz4cI0aNUr+/v569dVXVb58efXp08exXt++fbVgwQIZhuG0PLft/vDDDxozZoz69++vzp07y2w2a/fu3Vq9erXq1KmjyZMn57nOmjVrKiQkREuXLpWvr698fX31ySefOGYRtp9TnhdDhgzRW2+9peHDhzsuqbVo0SKlpaU5DmZERkbq1ltv1RNPPKGTJ0+qYcOGOnbsmObOnasqVaq4HDmQWZ8+fTR69GhZrVbdeuutjuXXXXedAgICNGnSJD3yyCMqW7asvv76a/32228aMmSIpEvnyP7666+qWLGiU29cZu3bt1fv3r01Z84cHTp0SD169FDp0qV15swZvfPOOzpz5ozmzZsnSercubOioqI0depUjR07VtWrV9eHH36ow4cP64knnsjTa2Y2mzVhwgRNnTpV48ePV58+fRQTE6OFCxcqPDzc0XP38MMP6/PPP9eQIUP0wAMPyGKxaM2aNTpx4oTeeOONPD2WdOkc06efflrTpk3TwIEDNWDAAFWqVEl//fWXVqxYoePHj+v11193OQ9A7dq1dfvtt2vhwoVKSUlR69at9dtvv2nhwoVq3bq1OnToILPZrIoVK+r5559XQkKCqlWrpp9//lm7du3SyJEjJV0a3hwYGKgXX3xR48aNU2JiohYuXJinkSlDhw7Vpk2bNHToUA0bNkwRERHavHmz3nvvPcelsXLz22+/OUYCJCcn69ChQ1qxYoX8/f2drhTQuHFjffjhh2rQoIEqVqyovXv36tVXX5XJZMr2nujXr5/uuusuhYSE6MYbb3Qsb9asmWw2m0aPHq0HHnhAwcHB2rJli+Lj453Wc+Xnn3/WtGnT1Lt3bx04cEDz589Xv379nN4flSpVUrt27fTll186zUrvSfXq1VPPnj01a9YspaSkqEGDBvryyy/16aefat68eSpVqpQeeOABLVy4UH5+furWrZv+/vtvvfLKK6pdu7b69u17RY//0EMPacCAARo5cqTuvvtu+fv7691339W2bds0f/78HO8XGBiohQsX6qGHHtItt9yiAQMGqFmzZvL399fvv/+uDRs26JdfflHHjh1zHWret29f/fe//9XDDz+sMWPGqGrVqtqxY4fWrVunhx9+2NHD36VLF7366qtaunSpmjZtqp07d+Z4+a3HH39c48aNU5kyZbRs2TIlJSXpwQcfvKLXCcAlBGwAHtGuXTuFhYWpUqVK2Ybo2bVu3VpPPvmk3nzzTW3dulVly5ZV69attXDhQo0ePVo//vijOnXqpL59+2rXrl0aPXq0xowZo169el3lZ/Ovtm3b6s0339T8+fM1YcIEWSwWtWjRQi+99FK26zznZuLEiSpbtqzefvttLV++XFWqVNHjjz+ue+65x+X648aNU7ly5fTf//5Xb7zxhsLDw9W2bVtNmDDBaYKpy6lUqZL++9//aubMmZo6daosFotatWqlmTNnOgWJChUqqF69eoqIiLjsxEfSpaHKixcv1rvvvqtNmzZpy5YtSktLU5UqVTRy5EgNHjzY5dDrnISGhmrx4sV6+eWXNXbsWAUHB6t+/fpas2aN7r//fu3evTvbdcJzEhYWplWrVmn69OmaNGmSgoODdc899ygoKMgpsM2YMUOvvvqqI7CWKVNGvXr10rhx4y7bA9mhQweFh4erYsWKTvuBv7+/li9frtmzZ2v69OmKi4tTjRo19Oyzzzq+5J87d0533XWXHn74YT3yyCM5PsbMmTPVunVrbdq0Sf/5z3+UlJSk0qVLq3379poxY4Zj2KuPj49ef/11zZ49WwsWLFBSUpLq1aunN954I9vEUbnp27evgoOD9eqrr2r06NEKCQlRhw4dNGHCBMcw7jp16ui///2v5syZo8cff1wmk0mNGzd2TF7ojttvv13Vq1fXypUrNW/ePP3zzz8qV66coqKiHMEoJ9OnT1f16tW1bt06LVu2TOXLl9fgwYM1evRox2iChQsXas6cOXrllVcUExOjSpUq6eGHH3YMiQ4NDdX8+fM1e/ZsjR49WpUrV9bDDz/sdK3snFSoUEHvvPOOZs+eraefflqpqamqUaOGpk+frn79+l32/pkPzoWEhKhSpUq67bbbNHjwYKdTQF588UU999xzeu655yRJNWrU0DPPPOOYMyGzpk2bKiIiQjfeeKPTyJHy5cvrjTfe0CuvvKJp06YpOTlZderU0YIFC9SmTZtc63zwwQf166+/atSoUQoNDdWIESNcHljs0qWLvv766zwdnMuvmTNnauHChVq9erViYmJUs2ZNzZs3Tz179pQkxwGtNWvWaO3atSpVqpR69uypcePG5euc8Mzq1aunt956S3PnztWkSZNkGIYiIyO1aNEidevWLdf7XnvttdqwYYPee+89bdmyRe+8844SExNVvnx5tWzZUlOmTHEaEeBKYGCgVq9erdmzZ2v+/PlKSEhQrVq1su1vI0eOVHR0tJYvX6709HR17txZ06dPdxmcn376ab3wwguKjo5Ws2bN9Pbbb6t69er5e4EAODEZeZkhCABQrJ09e1Zdu3bVnDlz8jUDcGHy008/KTY2Vp06dXIsy8jIUOfOnXXzzTfnqYcRKGr279+v/v37a926dS7nwChI999/v3x8fPJ1TWZcXQsWLNDChQt16NAhb5cCFFv0YANACfbbb79p+/bt+uSTT1SlShV1797d2yVdsVOnTmn8+PEaPXq0WrVqpeTkZL3zzjuKj4/XnXfe6e3yAI/67rvv9N1332njxo1q06bNVQ3XixYt0rFjx/T5559rzZo1V+1xAaAwI2ADQAmWmpqqN998UxUqVNC8efPyNTlTYXPTTTcpNjZW//3vf7Vs2TL5+fmpSZMmWrNmTY6nLwBFVUxMjN58803Vrl1bM2bMuKqPvWPHDh0/flwTJ050TBwIACUdQ8QBAAAAAPCAwnEtHAAAAAAAijgCNgAAAAAAHkDABgAAAADAA5jkzIW9e/fKMAz5+fl5uxQAAAAAgBelp6fLZDIpKirqsuvSg+2CYRgqKXO/GYahtLS0EvN84TnsO8gv9h3kF/sO8oP9BvnFvgM7d/IhPdgu2HuuGzVq5OVKCl5SUpJ+++031a5dW0FBQd4uB0UI+w7yi30H+cW+g/xgv0F+se/A7sCBA3lelx5sAAAAAAA8gIANAAAAAIAHELABAAAAAPAAAjYAAAAAAB5AwAYAAAAAwAMI2AAAAAAAeAABGwAAAAAADyBgAwAAAADgAQRsAAAAAAA8gIANAAAAAIAHELABAAAAAPAAAjYAAAAAAB5AwAYAAAAAwAMI2AAAAAAAeAABGwAAAAAADyBgAwAAAADgAb7eLgAAAACFX0p6qlIyUmTxtSjIL9Db5QBAoUTABgAAQI5SM1J1Ov6c1v+6Vcdi/lK5kDK647peqlGqioItQd4uDwAKFQI2AAAAXDIMQ7+dP6IZXyySYRiSpLOJF/Tz2UO6t2k/db+2g/x9LV6uEgAKD87BBgAAgEsxyRe19Ic1jnCd2Zr9G3QxJc4LVQFA4UXABgAAgEvxaYmKTo512Wa1WXU64dzVLQgACjkCNgAAAFwyyZRru4/J5ypVAgBFAwEbAAAALoX6B6tCSDmXbRYfP1UIKXuVKwKAwo2ADQAAAJciAsP1SOuh8jM7z4trkkmjWg5WqYAwL1UGAIUTs4gDAAAgR7UiqmlWzye0/eiXOvzPMVUKLa9ekV1UIbic/Hz8vF0eABQqBGwAAADkyNfHV5VCy+vuxrcpNSNNFl8/+Zr5CgkArvDpCAAAgMvyMfsoyBLo7TJQzMUkxyo5PVW+Zl+FB4TI39ff2yUBbiFgAwAAAPCqxLQk/Xz2kFbte1/nk6LlY/bR9VVb6K5Gt6pscGlvlwfkGZOcAQAAAPCqX8/9rtlfv6bzSdGSLl1nfdfx7/TSF0sUk3zRy9UBeUfABgAAAOA1MckXtWrf+y7bjl/8W2cSzl3lioD8I2ADAAAA8JrUjDSdTbyQY/uhC39cxWqAK0PABgAAAOA1PmYfWXK55FuZwFJXrxjgChGwAQAAAHhNqYAwda3Z3mWbn9lXkWWvvcoVAflHwAYAAADgNX4+vupTv4fqlqmVZbmfJnd4iB5sFClcpgsAAACAV5UOKqXHrh+pc4n/6Og/xxUeGKZrS1dT6YBS8vUhsqDoYG8FAAAA4HXhAWEKDwhTnTI1vV0KkG8MEQcAAAAAwAMI2CWE1WpVQlqiUjPSvF0KAAAAABRLDBEv5qw2q84l/qNtR7/Qr+d/V5nACN1S7wZVCauoYEuQt8sDAAAAgGKDgF3MHY89qSd3zFKaNV2SdFTH9f3JfRrS5A51v7aDl6sDAAAAgOKDIeLF2MWUeC39YbUjXGe2ev96xabEeaEqAAAAACieCNjFWGJaov6M/dtlm2EY+iPmuEwm01WuCgAAAACKJwJ2MWZcrt243BoAAAAAgLwiYBdjIZZgVQ2/xmWbSSZdW7o6IRsAAAAAPISAXYyFB4RqVMtB8jVnn8vuzoa9FR4Q5oWqAAAAAKB4YhbxYq5mqaqa2WOaPj60XQcvHFXpoFLqU6+HapSqokC/ACWlJ3m7RAAAAAAoFgjYxZyvj68qh1XU0GZ3Kjk9RX4+fgryC/B2WQAAAABQ7BCwSwiLj58sPn7eLgMAAAAAii3OwQYAAAAAwAMI2AAAAAAAeAABGwAAAAAADyBgAwAAAADgAQRsAAAAAAA8gIANAAAAAIAHELABAAAAAPAAAjYAAAAAAB7g6+0CPOXkyZPq2rVrtuXPP/+8+vfv74WKAAAAAAAlSbEJ2IcOHZK/v7+2bdsmk8nkWB4aGurFqgAAAAAAJUWxCdiHDx9WzZo1Vb58eW+XAgAAAAAogYrNOdiHDh1S7dq1vV0GAAAAAKCEKlY92OXKldM999yjP//8U9WrV9dDDz2kDh065Gt7hmEoKSnJw1UWPsnJyU7/AnnFvoP8Yt9BfrHvID/Yb5Bf7DuwMwzD6TTk3JgMwzAKuJ4Cl5aWpqioKNWvX1+TJk1SUFCQPvjgA61atUpvvvmm2rZt69b2Dhw4oLS0tAKqFgAAAABQlFgsFjVq1Oiy6xWLHmyLxaIffvhBvr6+slgskqSGDRvq6NGjWrZsmdsBW5L8/PxKxJDz5ORk/fnnn6pRo4YCAwO9XQ6KEPYd5Bf7DvKLfQf5wX6D/GLfgd2RI0fyvG6xCNiSFBQUlG1ZZGSkvvzyy3xtz2QyudxmcRUYGFiini88h30H+cW+g/xi30F+sN8gv9h3kNfh4VIxmeTs4MGDioqK0u7du52W//zzzyWiFxoAAAAA4H3FImBHRkaqTp06euaZZ7R7924dPXpUM2bM0L59+zRq1ChvlwcAAAAAKAGKxRBxs9mspUuXatasWRo3bpzi4uJ03XXX6c0331TdunW9XR4AAAAAoAQoFgFbkkqXLq0XXnjB22UAAAAAAEqoYjFEHAAAAAAAbyNgAwAAAADgAQRsAAAAAAA8gIANAAAAAIAHELABAAAAAPAAAjYAAAAAAB5AwAYAAAAAwAMI2AAAAAAAeAABGwAAAAAADyBgAwAAAADgAQRsAAAAAAA8gIANAAAAAIAHELABAAAAAPAAAjYAAAAAAB5AwAYAAAAAwAMI2AAAAAAAeAABGwAAAAAADyBgAwAAAADgAQRsAAAAAAA8gIANAAAAAIAHELABAAAAAPAAAjYAAAAAAB5AwAYAAAAAwAMI2AAAAAAAeAABGwAAAAAADyBgAwAAAAC8wmq1ymazebsMj/H1dgEAAAAAgOLJMAxHiM78kzlYBwUFyd/f38uVegYBGwAAAACQb/bAnDVMZ+2dNgzDi1VeHQRsAAAAAIBLmXudDcPI9rs9WEslI0BfDgEbAAAAAEoYV2E5pyCd+T7IHQEbAAAAAIqR3MJz5p+s98GVI2ADAAAAQBGS+fzmnIK0HcH56iJgAwAAAEAhkjUsZ504jHOeCy8CNgAAAABcJVknB6MHunghYAMAAACAB2UO0Vl7oq1Wq9N6KF4I2AAAAADggslkyrGNEA1XCNgAAAAASjR7WLb/K0lpaWkymUxKSUmRYRiOn6zr2e8PSARsAAAAAMVM1nObXd3OHJazBmTDMJSSkqL4+HglJSURoJFnBGwAAAAARUJuk4Jlbct6v/w8FsEa7iJgAwAAAPC63MKyq9m1JYZmo/AhYAMAAAAocIZhOCYEs/+b9ZJVmdcFiiICNgAAAACPss+kbbPZlJGR4fhXIjyjeCNgAwAAAHBL5l7nzMO3sw7lJkyjpCFgAwAAoMhLSknXxYRUHT15USaTSddeE65Sof7eLqvIye08aFeTiBGgAWcEbAAAABRp8Ulp2vL1Mb219aBs/5/3zGaTRtzWUB0aV/BucYVQ1nOh7T3R9mWZ1wPgHgI2AAAAirRjp+K0estBp2U2m6HXNhxQnSrh8vHx8VJl3pHTkO2sIZoADXgeARsAAABFVlJKut7ffjjH9o2f/6E72pe9ihUVrJyGcGcO0MzGDXgPARsAAABFVlq6Tedjk3NsPx+TLJkKZw+2/bxme1DOetve05z1POjM9wdQuBCwAQAAUGQFBfjqupql9fe5BJftDWqWli0jtUBryGnyr6yh2VWYdrUtAEUXARsAAABFlsXPR3061daO3X8rw2pzavP381GPNtV15sRhSZXd3nbmMOxqVu2sl6TKfD8AJRMBGwAAAEVaxTJBeuGh9lrw3j6dOBsvSap5TZgeubOpSgX76KzJ5LR+TtdudhWos94PAHJDwAYAAECR5ufro/o1SmvGg+2UkJIhkwwF+vsqJNBXSUlJMplMSk5Odro0lR2hGYAnEbABAABQpLjqgbZarTLLUIjl0u9GRrri46Xk5GTFx8crOTnnidAAwFMI2AAAAChUcrsUlbs90DlNJgYABYGADQAAgAKXdYKwnCYM41JUAIoyAjYAAADc4moisLwusyM4AyiOCNgAAACQJJcza2ftcXY15JqwDACXELCLMMMwZMpy2QkAAICs8jI822q1MjQbAK4QAbsIS0xMVEZGhnx9feXj4+P0AwAAiresw68vF6IzIzwDQMEgYBdxVqvVMZOmvTfbbDY7hW37bbPZ7M1SAQBALi43JNvV7cwIzQDgfQTsYsT+H2vm0C1lD96Z/7XZbPL1ZTcAAKCg5DRbtqvZszPfBwBQ9JCsSoDcgndKSoqSkpKUkJDgCNuZe8ABAICzy/Uu22w2Sc490lnvDwAongjYJZj9S0BaWprS0tLk4+Oj1NRUlz3eWXu/mVwNAFAc5HZpqaxhOeuyzAjNAACJgA0XLjfUXJLT+d2ZJ1kDAKAg+fr6ymq1Ki0tTZJc9iDbl2f+19UygjIAwNMI2MizzF86MjIylJGR4bhtMpmcwravr698fX3p6QYAuJRTMM5tZuzk5GQlJiYqLi5OgYGBhGEAQKFDwIZHGIbhckZz+znd9mVms1kmk8nxY1+e0zIAQNHg6hJRmZdJrodjZ91Gbmw2m9LT013OoA0AQGFAwEaBsH/xSU9Pz3W93EJ05rCdNZjbb9vDu/08cYI5ALjvcjNZuxpazXWWAQDIjoANr8rtC1jmtszngmeVNVDbw3bmwJ01fGcN7IRyAMVNTtdTzunfrAjIAAC4j4CNIi/rl8Csk7Nl5SpMm0wmx6RtmX/P/AMAV4Or2aqznpNsX2aXeXnW9bKuCwAACg4BGyVOTj01rmaTzTpMPWuveNbb9nUz3w9AyXS5ayVn/XEVjO3bAQAARQMBG8hF5p4iVwFcyvt55K5Cd0EE8axD3919jJwmo3OFnn0UR1mDb+Zll2t3NbFX5u0CAIDijYANXKG8nkfubfkN8ZknlMu8jdTUVFmtViUlJeV68CGnwO+qNndqdFUTShZXQ6klXTYUZ14vp7Cck8L0ngYAAIUPARsoIfIbDHI6n91+PdqUlJR8hVxPBeOs4T3zUP2sj3W5f7Nu0537eJurgJjXoca5XTIvp8e63DZzWs9+ST9fX19lZGQoLS0t10Cc+b45Beq8PEcAAICrgYANwCs8FYQ8tR13A7OrwJ1T+L5c8M1t+zmtezUmsMr8nDz5eMnJyYqPj1d8fPxlL+UHFHXpiYkyrFb5BgXJ7MvXLgAo7vikBwC5HxpLQk9pQT1Hey92SXgNUXKlXYxT4pEjOrtth6zJyQpv3EhlO7SXf9myhW4EDAqGzWboYkKqUtOt8vUxKSzIIouFr95Acce7HAAAwIPS4uP197trFbN3r2NZyqdndeHLr1Vv8qMKqFDBi9XhakhMStOew+e06fOjik9Kl6/ZpFYNK+nW62spIizA2+UBKEBMAQwAAOBB6ecvOIVrO2tykk5t+kjWlBQvVIWrxWoztPvgOa3ZelDxSZdOg8mwGfp6/ym9/sHPiktM9XKFAAoSARsAAMCDYvbty7ntp59kTUq+esXgqotLSNEHXxx12Xb071jFxhOwgeKMgA0AAOBJppy/XplMZolTsIu15FSbEpJznsDx5LmEq1gNgKuNgA0AQBFmTU5UWswZpZ79U2kxZ2VNTfJ2SSVeRPNmubb5BAcXeA1paRk6H5OkE2fjdDY6UUkpzNh/tfj5mmTOZSK78BD/q1gNgKuNSc4AACii0uOjFb19ldJOH3EsC6jZRBEd+ss3uJT3CivhLKUjVPb69rrw5VdOy/3CwnRN75vkY7EU6ONfTEzVJ9/8qV17TirDZpNJUsNaZXVPj7oqHR5YoI8NKTTYoub1yuuH385mawvy91OFMkFeqArA1ULABoBCxmqzKi4lXmm2DPmZfRTqHyI/Hz9vl4VCxpoUr+j/vam0c8eclqcc+0mxvr4q3fFumS3MVuwNfiEhqnTrLYpoHqVz23cqIylJEVFNVCqqqfzLlCnQx05Lt2rbd39p++4TjmWGpAN/XNBrG9P0UL+mCgsu2IBf0gVYfNW3c22di07S8bPxjuVBFl89cldTlQrlfQkUZwRsAChEElITtfvkfn1ydJeS0pNlMfupffWW6lKzncIDQr1dHgoRa3J8tnBtl3xkr6wtbiZge5ElNESWevUUXLOmjAyrfAIDZDIX/Jl5cQmp+uzHEy7bjp2O08WEVAL2VVA6PFCj72yqf2JT9Pe5eEWEBeiassEqFRogHzMn4QPFGQEbAAqJdGu6vvzrB235/TPHsjRbuj479rViki7qzka9FWxhaCEusSbH5dxo2GSkcSmowsDH31+6iqfcpqRZlW615dh+ITZJVStwsO5qCA/2V3iwv2pVDvd2KQCuIiY5A4BCIi41QduOfuGybd/ZX5SQlniVK0Jh5hOYS0gymWWi97pEslh8cp1gi+HJAFCwCNgAUEgkp6co3ZaRY3tM0sWrWA0KO3NgmCzlqrtsC7w2SuYgeilLorAgPzWvV95lW7lSgSoVygzWAFCQ8h2wL168qO3bt+vtt99WdHS0/vjjDxmG4cnaAKBEudxEZoF+9DzhX75BoSp94zBZKtZyWh5Qo7FKtbtdPhZmiy6JAvz9dEeXOqpXPcJpefmIID3Sv6ki6MEGgAKVr3OwlyxZoldffVUpKSkymUxq3Lix5s6dq9jYWC1fvlxhYWGerhMAir0QS5CujaiuozHHs7WF+4cxyRmy8Qsro7I9H5A1JUFGWrJMliD5BIXKx59z9UuyiLAAjbi1keKT0hQdn6LQIIvCQ/xViusvA0CBc7sHe82aNVqwYIHuu+8+vffee45e63vvvVcnTpzQK6+84vEiAaAkCLYE6Z7Gt6tsUOlsy0e2HKhSgUyUg+x8AkNkiago/wo1ZYmoQLiGpEvXYr6mXIga1iqr6hXDCNcAcJW43YO9evVqPfDAAxo7dqysVqtjeYcOHTRu3Di99tpreuKJJzxaJACUFGWDI/RI6/t0ISlap+LPqlxQaVUMKUe4BgAAKALcDtinTp1Sq1atXLbVqlVLFy5cuOKiAKAkKxUYplKBYapdpoa3SwEAAIAb3B4iXqlSJe3du9dl288//6xKlSpdcVEASp6U1HSdi0nUX2fidC4mSSlpOc+mDQAAABRGbvdg9+vXTwsWLFBAQIA6d+4sSUpKStInn3yiV199Vffdd5+nawRQzMXEp2jDziP64dezshmGzCaTWjWoqD6drmXGWwAAABQZbgfs+++/X3///bdmzZqlWbNmSZKGDBkiSbrllls0cuRIz1YIoFhLTE7Xe9sOa8+hc45lNsPQtz+fVkaGVQN71ldQQO6XrwIAFC/xiWlKS7fKbDYpLNgiH598X1kWAK4qtwO2yWTSs88+q/vuu0/ffvutLl68qNDQULVq1Up16tQpiBrzxGazaeHChVq7dq3i4uLUvHlzPfXUU6pevbrXagJweQnJaU7hOrMfD57TrR2vJWADQAmRnJqu46fj9d72wzp5PkFBFl91blFVnZpVYSZ0AEVCvq6DLUk1a9ZUzZo1PVnLFVm8eLHeeecdzZgxQxUqVNDMmTN1//3366OPPpLFYvF2eR6TkJSm2IRUnTgbL39fq0IsJoWH+MvXlyO7KJoSk9NzbDMkJSZzLjYAlBRHT17Ugvf2OW4npWVo89fH9MfJixpxa0OFBhef73QAiie3A/bgwYNlMplctpnNZgUFBal69erq37+/atWqdcUF5kVaWpqWL1+uiRMnqlOnTpKkuXPnqkOHDvr000918803X5U6ClpMfIpWfPSrduw+oaAAX5UN9VFsXIJG3t5YdaqVksXXx9slAm4LsOT+MRTon+/jgACAIuRiQqre/fSwy7aDx6MVHZdCwAZQ6Lnd7Vm1alXt27fPMZN4uXLlZDabtX//fv3www+Kjo7WRx99pDvuuEO//vqrxwt25eDBg0pMTFSbNm0cy8LCwnTdddfphx9+uCo1FDTDMPTlvlPasfuE0/LUdKsWv79PMfEpXqkpOilGP535VZsPf6b9Z35TTFLsVa8DRVtokEW1rnF9jefaVUopNIjh4QBQEqSkZehcTFKO7Uf+jr16xQBAPrndNVSuXDldc801Wr58ua655hrH8vPnz2vEiBHq2LGjRo4cqdGjR2vevHl67bXXPFqwK2fOnJGkbJcIK1++vE6fPl3gj381RMel6P0dvztu+yhdPrZU+ZtTJUm7fzqmto3//XtkHWWQ+Xbm31NTU5WcnKz4+Hilp6fnum7WZWcTLmjZnneUnJ4s/f9qQX6BGtH8blUIKZfrY+e2XXdqyOv6KLxCgy0afmtDLd2wXyfOxjuWV68QqmG9GygkiN4KACgJfMwm+ZhMshqGy3b+PwBQFLgdsNetW6dp06Y5hWvpUvB+6KGH9Nxzz+mhhx7SgAEDNHnyZI8Vmpvk5GRJynautb+/vy5evJivbRqGoaSknI+iXm0ZGTZFx13qpS7j949q+J2QKV0qE3Sp/djPx3Ts5/xv/7vvvsvX/SopWFKw07KPjnyQ/0IKiLuB3N2Af7n7eHp7l3uMK60hL49nGIbS0tL0888/y2w2X/Fzrhcm1QkxlGE15Odjlo9PvL7Ymf0AmTdfZ08c7PHmvpWfx3P3MfOyvYyMDF28eFEJCQny8/NzWudqvGb52aYnt+fua1bY9qO83HZ3nbxuPyUlRenp6YqLi1NaWlquj+npvyEKXoCfSVF1y2v3wbPZ2nzNJtWoFOr4zueOlJQUp3+BvGLfuTpMJpN8fX1ltVq9XUqODMPI8/8Nbgfs5ORkxxeirEwmkxITEyVJQUFBLv/zKwgBAZeuk5uWlub4XbrUOxsYGJivbaanp+u3337zSH2eUKpMRdWoFKY/T8eplG+c+L/fPUaWo+FZbwMAkFe5fcnKqc1Tyz15n8L2GCaTScG+FtUNTVJ6hi1ziyqVCdL2rZtks9mUk8s9/v79+/NVl6eXX637ePIx3N1eYX2M/N7n7NnsB32K+9/watVlMplkNptVtmzZQv/9PK8TZ7sdsJs1a6ZXXnlFTZo0Ubly/w4D/ueff7Ro0SJFRUVJkr7//ntVq1bN3c3ni31o+Llz55we89y5c6pXr16+tunn56fatWt7pD5PMJlMuq/3dXrq9W91Nq2cgnxT5GdKl/5/R/RzMYu4fSd1tbMW9h0YAIDCKrf/Q/n/9cpZJFmyzNsaF1t4RhUC8LygoCANGjRI4eGu5+XxtiNHjuR5XbcD9tSpUzVw4EDdcMMNioqKUunSpRUdHa29e/cqODhYc+bM0eeff65Fixbp6aefdnfz+VKvXj2FhITou+++cwTsuLg4/frrrxo0aFC+tmkymRQUFOTJMq9Y3eq+mjy4hV7beEBH00upbKiPwoNMGtSzviqUCb78BlxITk7W0aNHVatWLafe/sxfEFx9WbiQEK2Xvlgsm7IfSfYx+Whi+1EqHVQq121drlf5cjXkt72gHvdKtnMlj3u52ynpKbqYEq/DF44pw5aha8tUV+nAUgryC8xTz35Oj5uWlqazZ8+qfPnyjiN6nnjNL3f/vL5u7r7mV7q9vB7QupIaPFFfYXhcq9WqpKQkBQUFycfHp8Bf5/zsC554voX1cd357MnPexcAAHclJSXpzJkz2ebUKizcOXXI7YBdq1Ytbd68WatWrdJ3332nX375RRUrVtT999+vIUOGKDQ0VImJiZo7d6569uzp7ubzxWKxaNCgQZo1a5ZKly6typUra+bMmapYsaJuuOGGq1LD1RAc6Kf2Ta5RvRqllZSaLmt6qnyUoeDAK5/0w2QyuXX+WamgcHW8to0+O/Z1trautdqpdEgpWXyZjMTbEtIStfXwLn1x4t9z7PedOqSapapqaLM7VSogLN/btp8Hd+211+b7VAyUTPYDe+w7xVNBHqRKTk7WsWPHVLNmTccpYa7Wz8jI0MXUOB2JPq5/EmNUrVRlVQ4rrzD/MJfbzUt9+X0+7m6nIA8oZ152NQ9IeuogVH4PHqWlpenChQsqW7as/Pz8rvhx83tQypMHQq9ku1fyuO7c90ofNz+PeaX1Z11mtVqVkpKigICAbN+NC+pxr+Z70511PfneddV2zTXX5HvkcWGTrwvMRkREaOzYsTm2N27cWI0bN853UfkxZswYZWRk6D//+Y9SUlLUsmVLLVu2LM9j5YsKk8mksqUCJQUqISFBqampXqnD38+ibrXaKyIgTJ8e/ULxaYkKtYSoR+1OiqrUgHBdSJxL/Edf/JV9ArtjsSe079Qv6lSzDZP5APCogpwszGazyc/PT/7+/k5zrmSWYbPq76TTWvrDGmUY/z9hzmkp3D9Mj7QZqnLBZTxaEwo/Duohv9h3rp6QkBD5+/t7uwyPyFfAPnbsmHbt2qWkpKRsk02YTCaNHj3aI8W5w8fHRxMnTtTEiROv+mOXVKH+IepQo7UaV7xOVptNvmYfhQWEyGxy+/LqKABWm01fHs/5OvCf//W9ml3TUGEBoVexKgAoWHEp8Xpj9zv/huv/dzE1Tu8c+EDDmg1QsIUvygCAguF2wN64caOmTp2a43lX3grY8A6zyayIwHBvlwEXDMOm5PScLyuRlpEqG+dPAihmzidFK8XqenTXkeg/lZieSMAGABQYtwP2kiVL1K5dOz3//POqWLEiw0uBQsrXx1ctrmmsX88fdtnesHw9Bfm5HmIJAEVVUnru10nOKMTXWQUAFH1uj+U9deqURowYoUqVKhGugUKuVulqKhdcNtvyAF9/db22PefKAyh2KoWUy7Et1BKsQA4sAgAKkNsBu2bNmjp9+nRB1ALAwyICwzW61WB1q3W9gv0CZfGxqHmlRprQ/gGVDYrwdnkA4HGh/iFqVqmRy7bb6vVQOPNOAAAKkNtDxB999FE999xzqly5spo2bVpsZnsDiquIwFLqVaeLOlZvLUOGgvwC5U/PNYBiKtgSpNvr91TlsAracexrJaYlqXxwWd1W7wbViqjORJwAPC4jKU625HjZUpNlDgyVT2CIfAKCvV1WkRCfmqDkjFSlmNIUbgpTiKXov25uB+zp06frn3/+0dChQ122m0wm/frrr1daF4qAjMSLsqUmSjabzIHB8gkqxWkDhZSvj69KBeb/mtcAUJSEBYSoa832anFNE9kMq3x9/BTmH+LtsgAUQ+mx53Xhk9eVEX3KsSygRmNFdLxTvsGlvFdYIZeWkaYTcaf13oEPFZN6UWEhYYoIKaXhzQeoclhFb5d3RdwO2LfeemtB1IEixLBmKO3CCf2zbbWsceckSebgUird6W75V6ots4VRDQAA7zKbzRxYBFCgMhJjdWHzEmVcPOe0POXP/broH6iI6+/ke3EOziX+o4XfrpBNNsfIyl/OH9aT22dpxo1TVT64jJcrzD+3A/bDDz9cEHWgCMmIj9b5TfNlWNMdy2yJsbqw5VVVuGOSLOWqeLE6AAAAoOBZEy5mC9d2Sb/vVljznjJbcp54saRKSU/Rlt8/k022bG3xaYnac/KAekZ2vvqFeYjbAVuSUlJSdOjQIaWnpzuuh22z2ZScnKzdu3frscce82iRKDwMm1UJv33jFK4zNerij1tUputgmS3M0goAAIDiy5oYm3OjzSojI/Wq1VKUpGSk6VjsiRzb9575Rd2uvV5+PvmKql7ndtXffvutxo4dq7i4OJftwcHBBOxizMhIV9rZYzm2p184IVt6KgEbAAAAxZpvaOmcG82+MnFZQJd8zD4Ks4QoMS3JZXu54NLyKcITUrpd+bx581SqVCnNnz9f3bt314033qilS5fqnnvukclk0uuvv14QdaKQMPn4yq9U+RzbfULKyuTrdxUrAgAAAK4+c1C4/Mq4PjUy5Lp28mEeCJdC/YN1w7Udcmy/4dqOMptLUMA+dOiQHnnkEd1www3q2rWrTp06pU6dOumJJ55Qv379tGTJkoKoE4WEycdXIY06SXI9W3hYix7y8Q+6ukUBAAAAV5lvcJjK3HS/LNdE/rvQZFZw/XYKbdZDZj8ui5qTyLK11LZKc6dlZpNZI1sMUrngXEYGFAFuDxG32WyqWPHS1Ok1a9bUkSNHHG09evTQ5MmTPVcdCiXf0LIq3X2oYj5b8++52GZfhbe5RZayTHAGAACAksEvtIzK9hgua3KClJ4ik3+QfALDmD38MkL9Q3RLve7qXLON/oo7pdJhpVS9bDWV8g9TgF/Rfu3cDtjVqlXToUOH1KJFC1WvXl3Jyck6evSorr32WmVkZCgxMbEg6kQhYrb4K7BmI1kq/EfWuH9kGDb5hpeVT0AoHyYAAAAoUXwCguUTEOztMoqcYEuQgi1BqhhaXiEhIfL3Lx45wu2Afcstt2jWrFmy2WwaPHiwGjZsqOeff16DBw/W0qVLVbt27YKoE4WM2dcic1gZ+YUV3WvUAQAAAIAnuR2wR4wYoZiYGO3fv1+S9NRTT+n+++/XQw89pJCQEM7BBgAAAACUSG4HbLPZ7HSedaNGjbRt2zb98ccfqlWrlkJCQjxaIDzDlp4ma1Kc0v85KcOWIb+yVZjZEAAAAAA8yCNX7w4JCVHjxo09sSkUAFtaspL/+EnRu96WbNb/X2pSSNNuCm7U2ZulAQAAAECx4XbAjo6O1jPPPKNvv/1W8fHxMgzDqd1kMunXX3/1WIG4chlx/yj6szVZlhpK2LdNlgq15FfEZ+oDgKstOTVDcQmpOvDHP0pMSleDa0urXESQwoP5PAUAoCRzO2A/88wz2rFjh3r27KmqVasW6YuAlwSG1aqEnz/PsT1h7/9UqvWdV7EiFGUm07/XPzebzfLz85PZbJbZbJbJZHJ8HtjXy7x+1tu5tdnZD+BlPpCX9aBeXtovJ6f7G4aR6/by81go+pJT0/XjwXNas+U32feAzd8cU+0qpTTitoaKCA3wan0AAMB73A7YX3zxhSZPnqxBgwYVRD3wMMOaoYy46BzbMxJjFcgxkmLLVWjNbT17SDaZTE4/rpZZLBYFBwerVKlSCgoKKsin4VWZQ7b996zLbDZbtjb7j73N1Xazyu0gAwqP2Pg0rd7yW7blR/6O1Zf7TqlXuxry8eGDFQCAksjtgO3n58eluIoQk5+f/CvXUerJgy7bLeWrK8VqKPAq14Xcw2/WMGv/yXw/V73EmZe56iF21e5q3bwwm83KyMhw+35FTX5fn8yyhu2sPfOX2779vlmDfNbtZb0PCsaPB8/m2PbZjyd0fdNr6MUGAKCEcjtg33DDDdq4caPatGlTEPXAw0wms4LqNFf8vm0y0pKzNJoV1vwmHT0fp4iy3qmvqHIViFz19krK1vub+f5ZQ27W9VA8ZN43CkJuvej2YC4pW0h3tR1c3sWE1BzbklLSeR0BACjB8hSwFy5c6Pg9NDRUq1at0p9//qnmzZsrMNC579NkMmn06NGerRJXxDe0tMr3Gafoz95S+vm/Li0LL6+IjgNkBEXIZov1boGFRNae4KznFmcNSa6GTgPeYDKZ5OPj49Z97EHbHr6zDoPP/PvlflwpziGzUe2y+nzfSZdtdapGyN/Pvb8FAAAoPtwO2Hb79u3Tvn37si0nYBc+JpNZljKVVe7mh2RNSZQMQ2b/QPkGhys5OfnyGyhichoa7eo8Ylfh2X4bKM7sB4rcDeZZ5Ra6M9+2Wq2OQG+fIK+ovs+qVghVxdLBOhOd6LTcbDLpjq61FRxo8VJlAADA2/IUsA8edH3+LooWn8AQ+QSGeLsMt2X9Ep41EOcUoLPObA3A8/IzesPPz0/BwcEKCwuTv7+/U/jOer55ZoWlVzwiNEBj72qqLV//qa9/Pq0Mq001K4Xpzu6RuqZs0fuMBQAAnuP2OdiupKWlyWLhiD3yzlUvc9Yh2Zlvuzq3GUDRlZGRIR8fn1z/73A1uVvmEH65yd4KMpCXDg9U/+6RuqldDdkMQwEWX4UE8f8gAAAlXZ4Ddnx8vObPn6/IyEj179/fsTwtLU0dOnRQz549NXny5GJ9uR7kLLdh2fYe5KyBuSj1MqdmpCklI1UWHz8F+jE7MHA12M8tz+sw9tzCd+Z/rVar4z5XEsItfj4qHc41GAAAwL/yFLATEhI0ZMgQHTp0SOPGjcvW1rp1a61bt04///yz1qxZk23iMxQ9OfUwZw7DRTkw51VqRprOJJzXxt8+0bGYv1QhpJxur99DVcOvUbCFg0lAYZLX88qz9ozbf7f/2Ies29cFAADIqzwF7FWrVunkyZN6++231aRJE6e20qVLa/78+frhhx/0wAMPaPXq1XrggQcKpFh4RuZLQ/n5+SkoKEgBAQEKCAhwOSy7pE76ZRiGDl04qumfL3B8yT4Vf1Z7T/+s4c0GqHPNtvL3ZUgoUNTkpWc8c9C2Wq3ZQjgBHAAAuJKngL1lyxaNGDEiW7jOrGXLlho8eLA+/vhjAraXZQ7Dmc9lNpvN8vHxcbqdnJzsCNkM73cWk3xRi79f5fIL9Mp97yuqUgOVD+EC4kBxlPn0lqyy9oDbA3hO1yN3dX8AAFA85Slg//3332rcuPFl12vZsqXWrFlzxUUhb+w90FknBss6SdjlZD4fEf+KT0tUdHKsy7YMW4bOJl4gYAMlkDvnhmcN2/brjucUyO3BPfP9AQBA0ZGngB0UFKTExMTLrmez2eTv73/FRSFvgoODvV1CsXa5QfEmU/E4zxxAwcnPlQ8yT8aW0++Z1wUAAIVHngJ2/fr19fnnn6tbt265rrdz505Vr17dI4UB3hbqH6JywWV0PvGfbG0WHz+VDy7jhaoAFHeX6yF3NUlb5gCetRfcfh8AAFDw8tQF179/f61bt07bt2/PcZ0dO3Zo7dq1uu222zxWHOBNEYHherj1UPmasx+HeqDFQEUEhHmhKgAlnT2A+/n5yWKxKCAgQMHBwQoJCVFYWJhKlSqliIgIlSpVSmFhYQoJCVFoaKiCg4MVGBgof39/+fv7y8/PTz4+Pk5XgiiJE1oCAOBJeerB7tGjh/73v//p4YcfVqdOndS5c2dVqVJFVqtVp06d0q5du7Rr1y516tRJd911V0HXDFw1tUvX0Mwe0/S/I7t0JPq4KoaUU++63VUxpJz8fPy8XR4AuJT5ShCX4+r878w95Fl7zDP3htMzDgCAszwFbEmaNWuW6tatqzfffFM7d+50HOU2DENly5bVo48+qqFDhxab6x8DkuTn46vKYRU1uMkdSs1Ik5+vnywEawDFiDthXLp8+M46gZsdYRwAUBLkOWCbTCY98MADGjZsmH755RedOXNGZrNZlStXVv369RlWhmLN18dXvj55frsAQLGV1ytUSNlnS7/cv5kRyAEARZHbicHX11dNmjTJ9ZrYAABAio1PVUpahnzMJoWH+Mvid/lLexUn9iCel0uaubp0Wdbe8YyMDFksFsclKQnhAIDChi45AAA8LDk1Q7//FaNXNx7QX2fiZfE1q3uraurfLVJlSwV6u7xCKS9h3MfHR8HBwSpVqpQsFotjBnWr1eo0m7pEDzgAwDsI2AAAeNjvf8Vo2tKvHbfTMmza/PWfOnQ8Wk+OaKvSYQFerK5oS09Pl3RpRJ0rmQN3RkaG47ZE6AYAFDwCNgAAHhSbkKrXN/3ssu3oyTidOp9AwC5Arq4hbh9enjV0Z50VHQCAK0XABgDAg1JSM/Tn6bgc23/6/YIaXlv2KlYEk8kkP79LV4Dw9/eXdCl024O2/ScjI4Mh5gCAK+J2wL733nt1xx136MYbb1RAAEfgAQDIzMdskr+fj1LTrS7bI8L8r3JFcMVkMsnX1zfbUPOsoTvrZGt2BHAAgCtuX7Ta19dXU6dO1fXXX68nnnhCe/fuLYi6AAAoksJD/XVD62ou28xmk6Iiy1/liuAOHx8fWSwWBQYGKiQkRKGhoQoPD1dERIQiIiIUHh6u0NBQhYaGKjg4WAEBAbJYLPL19XVcU5xLlwJAyeV2D/ayZct07tw5bdq0SZs2bdLatWtVvXp19e3bV3369FGFChUKok4AAIoEi6+P7uhSRwf/jNaRvy86lpvNJk0e3EKl6cEuskwmk8tzvO3svd32nu/M53ln/uG63wBQfOXrHOzy5cvr/vvv1/3336/9+/dry5YtWrdunebPn6+2bdtqwIAB6tatG0dwAQAlUtlSgXpyeBudupCo/UfOKyI0QE3qlFPp8AD5l7BrYZcklwvgmWUN25l/z+la4FnvDwAofK54krOMjAxlZGQ4LpsRExOjcePGqVq1apo7d67q1q17xUUCAFDURIQFKCIsQA1qlfF2KSiE7EPJ7df/vpysYTvzv5l/OE8cALwrXwH7xIkT2rRpkz744AOdOHFCVatW1V133aXbb79dFSpU0NmzZ3X//ffrscce04cffujpmgEAAEqUvPaOZw3c9iHr9muDSwRvAChIbgfsAQMG6KeffpK/v79uvPFGPf/882rVqpXTOhUqVNCNN96oFStWeKpOAAAAXIbZbM6xVzxz0M58XfDMCN8AcGXcDtgZGRl66qmn1Lt3b4WEhOS4Xvfu3dWhQ4crKg4AAACe4aoHPOvQ86znfkvK1p71/gCAf7kdsN9//33FxsZq9+7d6ty5s6RLQ8Y/++wz9enTR2FhYZKkevXqebRQAAAAeJY7E7NJynb+tySXk7NlDen2+wJAced2wD5y5IiGDh0qi8XiCNgnT57UzJkztWrVKq1YsUJVqlTxdJ0AAADwMnsgd4f9PPCsQ9PtgZvgDaA4ydvUlZm8/PLLqly5st59913HsjZt2mjXrl0qW7asZs6c6dECAQAAUHSZzWb5+fnJ399fwcHBCg0NVUREhMLDwxUSEqKgoCD5+/vL19fXMbs6ABRVbvdg79u3T7NmzVK5cuWclpcuXVojR47U1KlTPVYcAAAAiqeczgnP3MtNbzeAosbtgG0ymZSYmOiyLS0tzXE9bAAAAMAdJpNJfn5+kiR/f3/HcvsM6Fl/JEI3gMLF7YDdunVrLV68WK1bt1bp0qUdy6Ojo7V06VK1bt3aowUCAACgZMtrbzfX+wbgbW4H7IkTJ6pfv37q1q2bmjZtqtKlSysmJkZ79+6Vv7+/5syZUxB1AgAAAA7u9HZbLBaZzWaZTCaCN4AC5XbArlq1qj766CMtX75ce/bs0alTpxQaGqq77rpLQ4cOVcWKFQuiTgAAAOCysvZ2m81mBQUFKTQ0VP7+/o6ebsMwnIaaS/R6A7hybgdsSSpXrpwmT57s6VoAAAAAj8vIyJCPj48sFku2Nvs1uzOf0325a31nvi8AZJavgB0fH69vv/1WSUlJLj9Y+vTpc6V1AQAAAAXOfm3vvF7f22azXfZHInwDJZXbAXvXrl0aN26ckpOTXbabTCYCNgAAAIols9kss9mcY7urSdeYfA0oOdwO2HPmzFGtWrU0depUVahQIdcPGAAAAKAkMZvNLoeiuwrcmc8HlwjfQHHgdsD+448/tHjxYrVo0aIg6gEAAACKndx6vjMH7qyTsNl7viUCOFAUuB2wr7nmGiUkJBRELQAAAECJk9s54PbJ1XL6YRZ0oHBxO2CPHDlSixYtUqNGjVSlSpWCqAkAAACALj8JW+YAnrnXO/MPQ9CBq8ftgP3hhx/q7NmzuuGGG1S6dGkFBAQ4tZtMJm3bts1jBQIAAABwLS+zoGcedp7T73aEcODKuB2wK1asqIoVKxZELQAAAAA8LC8zn+fl0mMSARy4HLcD9owZMwqiDgAAAABeQAAHPMftgG139OhRffXVVzp37pwGDx6sEydOqF69egoJCfFkfQAAAAC86HIBPPO53zn9nnldoDhzO2BbrVY99dRTWrdunQzDkMlk0k033aRFixbpxIkTWrNmDUPIAQAAgBLCZDLJ1zfnWJHbud/MhI7iJudDUTlYsmSJPvzwQz3//PP66quvHG+CyZMny2azae7cuR4vEgAAAEDRZJ+IzWKxyN/fX4GBgQoJCVFoaKjCw8MVERGh8PBwhYaGKiQkREFBQQoICJDFYpGvr6/MZrNMJpNMJpO3nwpwWW73YK9bt05jxozRHXfc4XS0qV69ehozZoxmzZrl0QIBAAAAFF/MhI7ixO2AfeHCBdWvX99lW4UKFRQXF3fFRQEAAACAnbsTsRHA4S1uB+zq1atr165dateuXba277//XtWrV/dIYQAAAACQF8yEjsLC7YB977336sknn1R6erq6dOkik8mk48eP67vvvtPy5cs1ZcqUgqgTAAAAAPIlPzOhS1JwcLB8fX2dzv8mgCM3bgfs/v37Kzo6WkuXLtXbb78twzA0YcIE+fn5acSIEbr77rsLok4AAAAAKBA5zYTu6+ursLAwBQYG5jj0nEuRIbN8XQd75MiRGjhwoPbs2aOLFy8qLCxMTZo0UalSpTxcHgAAKM7S0q1KScuQv5+P/C35+loCAAXG3pN9uYnYuBQZ7PL9P1lISIg6duzoyVoAAEAJkZqWodP/JGrDrqP64++LqlwuRP261tE15YIVFODn7fIAwC15DeC5/diDNwG8aMtTwO7WrZsWLVqkevXqqWvXrrleg85kMmnbtm0eKxAAABQvNpuhn//4R8++8a1s//898s/Tcfpq/yk9OrC52jeuJD/fnC/XAwBFjTsB3NX54ATwoiNPAbtVq1YKDg52/M5F3gEAQH5Fx6Vo3jt7HeE6s0Vr9+m6mqVVPiLo6hcGAF7CtcCLjzwF7BkzZjh+f/HFF7O1Z2RkXHZmPgAAAEmKS0xVbHyqy7aUNKv+uZhCwAaALLgWeNGQr0S8ZMkSDR8+3HH7xx9/VPv27bVixQpP1QUAAEooxskBgPvMZrN8fX1lsVgUEBCg4OBghYSEKCwsTBERESpVqpTCwsIUEhKi4OBgBQYGyt/fX35+fvLx8ZHJZHL8IP/cnuTsjTfe0MKFCzVkyBDHsurVq+u2227T7NmzFRgYqLvuusujRQIAgOIjLNhfpUL9XfZiB1h8VDoswAtVAUDx5m4PuKsfO3rAc+Z2wH7vvfc0fvx4jRgxwrGsYsWKmjJlikqXLq1Vq1YRsAEAQI5KhwVo3IAoPbvsO9mynIj9cP+migjz91JlAFByEcA9w+2AffbsWTVo0MBlW6NGjbRo0aIrLgoAABRfZrNJDWuV0fwJnbVh1xEdOxWnyuVC1LdLbV1TNpgZxAGgELpcAM9p9vOSFsDdDthVq1bV119/rbZt22Zr++6771SxYkWPFAYAAIovf4uvqlcK00N3NFFKWob8LT7y93P7awkAoJAwmUzy9c35czy3y48Vp/O+3f6f7O6779YLL7ygjIwMde/eXWXKlFF0dLS2bdumVatW6bHHHiuIOgEAQDFk8fORxY8eawAo7i4XwIsLt5/hwIEDdebMGb355ptOs4b7+Pjo3nvv1dChQz1YHgAAAAAARUO+DiE8+uijeuCBB7R3715dvHhRYWFhaty4sSIiIjxdHwAAAAAARUK+++hDQ0PVsWNHT9YCAAAAAECRlaeA3a1bNy1atEj16tVT165dcz0J3WQyadu2bR4rEAAAAACAoiBPAbtVq1YKDg52/F6cZnkDAAAAAMAT8hSwLRaL41plY8aMUdmyZWWxWAq0MAAAAAAAipKcrxSeycaNG3Xu3DlJl4aLHzx4sECLAgAAAACgqMlTD3aZMmU0a9YsXX/99TIMQ2vXrtXnn3/ucl2TyaTRo0d7tMjL+f777zV48OBsy9988021a9fuqtYCAAAAACiZ8hSwH3vsMT377LPat2+fTCaT1q5dm+O63gjYhw4dUrVq1fTf//7XaXl4ePhVrQMAAAAAUHLlKWD36tVLvXr1kiTVq1dP7733nho3blyghbnj8OHDqlOnjsqVK+ftUgAAAAAAJVSezsHObNWqVbr22msLopZ8O3TokGrXru3tMgAAAAAAJVieerAza9WqlY4dO6YFCxbou+++U1xcnCIiItSiRQuNHj36qodvwzD0+++/q1y5curbt6/Onj2ryMhIjR8//op62Q3DUFJSkgcrLZySk5Od/gXyin0H+cW+g/xi30F+sN8gv9h3YGcYRp4vVW0y7NffyqMjR45owIAB8vX1VZcuXVS2bFmdP39en332mdLT07V27VqPhuy///5b3bp1y7H9nXfe0YABA9SxY0eNHj1aJpNJq1at0qeffqr169fnq2f7wIEDSktLu5KyAQAAAADFhMViUaNGjS67ntsBe9SoUTpz5oxWr16t0NBQx/L4+Hjde++9uuaaa7Rw4UL3K85Benq6/vrrrxzba9SooaSkJAUFBcnHx0eSZLPZ1Lt3b7Vs2VLPPPOM24954MABGYZRIoadJycn688//1SNGjUUGBjo7XJQhLDvIL/Yd5Bf7DvID/Yb5Bf7DuyOHDkik8mUp4Dt9hDxH374QdOnT3cK15IUGhqqBx54QE899ZS7m8yVn5/fZXvEs9ZiNptVu3ZtnT17Nt+PazKZFBQUlO/7FzWBgYEl6vnCc9h3kF/sO8gv9h3kB/sN8ot9B3kdHi7lY5IzX19fWSwWl20Wi+WqD63euXOnmjZtqtOnTzuWZWRk6ODBgyWiBxoAAAAAUDi4HbAbNWqkt956S1lHlhuGoTVr1qhhw4YeKy4vWrRooTJlymjSpEn65ZdfdOjQIU2ePFmxsbEaOnToVa0FAAAAAFByuT1EfOzYsbr77rvVu3dv3XTTTSpXrpzOnz+vLVu26Pjx43rzzTcLos4chYSEaMWKFZo5c6aGDRum1NRUNW/eXGvWrFHZsmWvai0AAAAAgJLL7YDdqFEjvfHGG5o9e7YWLVrkmLK8YcOGev3119WyZcuCqDNXVatW1fz586/64wIAAAAAYOd2wN64caPatGmjtWvXKjk5WXFxcQoLC2NmPQAAAABAieb2OdgzZszQzz//LOnSjHoVKlQgXAMAAAAASjy3A3aZMmUUFxdXELUAAAAAAFBkuT1E/M4779Szzz6r7777TnXq1HE5kVifPn08URsAAAAAAEWG2wH7xRdflCRt2rTJZbvJZCJgAwAAAABKHLcD9vbt2wuiDgAAAAAAijS3A3blypULog4AAAAAAIq0PE9y9t5776lXr15q2rSpbrnlFr377rsFWRcAAAAAAEVKngL2unXr9OSTT8pqtapLly7y8fHR008/rfnz5xd0fQAAAAAAFAl5GiL+1ltv6aabbtKcOXNkMpkkSS+88IJWr16tRx55xLEMAAAAAICSKk892MeOHVP//v2dgvTgwYMVHx+vv//+u8CKAwAAAACgqMhTwE5JSVFwcLDTsgoVKkiSEhISPF8VAAAAAABFTJ4CtmEY2YaB+/j4SJJsNpvnqwIAAAAAoIjJ8yziAAAAAAAgZ3m+DvauXbv0xx9/OG7bbDaZTCbt3LlTv//+u9O6ffr08ViBAAAAAAAUBXkO2IsWLXK5fMGCBU63TSYTARsAAAAAUOLkKWBv3769oOsAAAAAAKBIy1PArly5ckHXAQAAAABAkcYkZwAAAAAAeAABGwAAAAAADyBgAwAAAADgAQRsAAAAAAA8gIANAAAAAIAH5Pk62HYpKSmaP3++vv32W8XHx8tmszm1m0wmbdu2zWMFAgAAAABQFLgdsF944QW99957atasmerUqSOzmU5wAAAAAADcDtiffPKJHnnkEY0ePbog6gEAAAAAoEhyu/s5PT1dLVq0KIhaAAAAAAAostwO2B06dNDOnTsLoBQAAAAAAIquPA0R37hxo+P3Bg0aaP78+Tp37pyaN2+uoKCgbOv36dPHU/UBAAAAAFAk5ClgT5kyJduyjz/+WB9//HG25SaTiYANAAAAAChx8hSwt2/fXtB1AAAAAABQpOXpHOzKlSs7fn744QcFBQU5LbP/WCwWbd68uaBrBgAAAACg0HF7krOpU6fqxIkTLtt+++03zZ8//4qLAgAAAACgqMnTEPGRI0fqyJEjkiTDMDR69GhZLJZs6/3zzz+qVq2aZysEAAAAAKAIyHPAXrt2rSRpw4YNuu6661S6dGmndcxms8LCwtS3b1/PVwkAAAAAQCGXp4DdrFkzNWvWzHH7oYceUtWqVQusKAAAAAAAihq3z8GeMWNGjuE6KSlJn3/++RUXBQAAAABAUZOnHuzMTp06pSeeeEI//PCD0tPTXa7z22+/XXFhAAAAAAAUJW4H7BdeeEF79+7VnXfeqT179igwMFBNmzbVV199pcOHD2vBggUFUScAAAAAAIWa20PEf/jhB40bN07/+c9/dMcdd8hisWjixIlat26dWrZsqe3btxdEnQAAAAAAFGpuB+zExETVr19fknTttdc6hoP7+Pho4MCB+vbbbz1bIQAAAAAARYDbAbt8+fI6f/68JKl69eq6ePGizp07J0kKDw/XP//849kKAQAAAAAoAtwO2J06ddIrr7yiPXv2qFKlSqpYsaKWL1+uhIQErVu3ThUqVCiIOgEAAAAAKNTcDthjxoxRWFiY5s+fL0kaP368Vq1apZYtW+rDDz/Ufffd5/EiAQAAAAAo7NyeRTwiIkJr1651DAu/9dZbdc0112jfvn1q3LixWrVq5fEiAQAAAAAo7NwO2Hbly5d3/N6iRQu1aNHCIwUBAAAAAFAU5SlgT506Nc8bNJlMeuGFF/JdEAAAAAAARVGeAvaGDRtkMplUoUIFmc25n7ZtMpk8UhgAAAAAAEVJngL2TTfdpJ07dyo1NVU33XSTbr75ZjVv3rygawMAAAAAoMjIU8CeO3euUlJStGPHDm3evFn33XefypQpo5tvvlk333yz6tevX9B1AgAAAABQqOV5krOAgAD16tVLvXr1UkJCgj799FNt3rxZK1asUJUqVdS7d2/16tVLtWrVKsh6AQAAAAAolPI1i3hISIhuv/123X777YqNjdWnn36qLVu2aOnSpYqMjNT69es9XScAAAAAAIVa7jOW5UFSUpISEhKUlJQkq9WqkydPeqIuAAAAAACKlHz1YJ85c0Zbt27Vli1btH//foWEhKhbt2568MEH1b59e0/XCAAAAABAoZfngH327Flt2bJFW7du1b59+xQUFKQuXbrogQceUIcOHWSxWAqyTgAAAAAACrU8Bey7775bP/30k/z9/dWpUyfNnz9fnTp1kr+/f0HXBwAAAABAkZCngL137175+Piodu3aio6O1po1a7RmzRqX65pMJq1cudKjRQIAAAAAUNjlKWC3bNnS8bthGLmue7l2AAAAAACKozwF7NWrVxd0HQAAAAAAFGlXfJkuAAAAAABAwAYAAAAAwCMI2AAAAAAAeAABGwAAAAAADyBgAwAAAADgAQRsAAAAAAA8gIANAAAAAIAHELABAAAAAPAAAjYAAAAAAB5AwAYAAAAAwAMI2AAAAAAAeAABGwAAAAAADyBgAwAAAADgAQRsAAAAAAA8gIANAAAAAIAHELABAAAAAPAAAjYAAAAAAB5AwAYAAAAAwAMI2AAAAAAAeAABGwAAAAAADyBgAwAAAADgAQRsAAAAAAA8gIANAAAAAIAHELABAAAAAPAAAjYAAAAAAB5AwAYAAAAAwAMI2AAAAAAAeAABGwAAAAAADyBgAwAAAADgAQRsAAAAAAA8gIANAAAAAIAHELABAAAAAPAAX28XUJRZrValp6d7u4wrkpqa6vjXbOZ4C/Iu677j5+cnHx8fL1cFAAAAeA8BOx8Mw9CZM2cUGxvr7VKumM1mk6+vr06dOkXAhltc7TulSpVSxYoVZTKZvFwdAAAAcPURsPPBHq7Lly+voKCgIh0mrFarUlNT5e/vT+8j3JJ53zGbzUpKStK5c+ckSZUqVfJydQAAAMDVV+QC9rRp02S1WvXiiy86Lf/mm280c+ZMHTlyRBUrVtRDDz2kPn36ePzxrVarI1yXKVPG49u/2qxWqyQpICCAgA23ZN13AgMDJUnnzp1T+fLl2Z8AAABQ4hSZMcFWq1UvvfSS3n///WxtR48e1ciRI9WpUydt3LhRd911lx5//HF98803Hq/Dfs51UFCQx7cNFHX290VRn5sAAAAAyI8i0YN99OhRTZ06VSdOnNA111yTrX3lypWqV6+exo4dK0mqVauWfv31V73xxhtq27ZtgdRUlIeFAwWF9wUAAABKsiLRg/3999+rfv36+uijj1SlSpVs7bt371abNm2clrVp00Y//vijDMO4WmUCAAAAAEqwItGDfffdd+fafubMGVWsWNFpWfny5ZWcnKyYmBiVLl26IMsrcrp27apWrVplO48dAAAAAJB/Xg/Yf//9t7p165Zj+5dffqly5crluo2UlBRZLBanZfbbaWlp+arLMAwlJSVlW56amiqbzSar1eqY5KmoeeWVVxQSEiKr1ero4TcMo8g+H3iHq33HarXKZrMpOTlZNpvNm+WhEEtOTnb6F8gr9h3kB/sN8ot9B3aGYeT5VEivB+wKFSpo8+bNObbnpffZ398/W5C237bPbOyu9PR0/fbbby7bfH19lZqamq/tFga1atWSdOnAhF1Rfj7wrsz7TmpqqjIyMvTHH394sSIUFX/++ae3S0ARxb6D/GC/QX6x70BStg7dnHg9YPv5+enaa6+9om1UqlTJcf1du3PnzikoKEihoaH5rqt27drZlqempurUqVPy9/dXQEBAvrbtbd27d1erVq00evRo3XDDDXrppZe0bds2ffXVV/L19dUNN9ygKVOmKDg4WNKlIzZvv/223n77bf39998qX7687rzzTg0bNsxxJOfrr7/W4sWLdfjwYfn4+Oj666/XhAkTHNdD3rBhg5555hktX75cL774og4fPqxrrrlGEydOVI0aNfTss8/qp59+Urly5TR27Fj16tXLUe+pU6c0Z84cffnll0pLS1OTJk00ceJEXXfddW4/9+XLl+udd97R+fPndd1112nEiBEaPXq0VqxYoVatWmnhwoX68MMPddttt2n16tUKCwvTu+++q9DQUL333nt655139NdffykiIkK9e/fW6NGj5e/vL0l6/PHH9f3332vbtm2Oxzt58qRuuOEGTZ8+Xbfffru+//57DR06VK+//rqWLl2qn3/+WeXLl9eQIUM0cODAfP9NvcEwDMd1sDMf0fP19VW1atUcrwuQVXJysv7880/VqFEj3wdBUTKx7yA/2G+QX+w7sDty5Eie1/V6wPaEFi1a6Pvvv3da9s0336hZs2Yym/M3j5vJZHJ5KS6z2Syz2SwfH58ie51fk8kkk8nkeG2mT5+uvn37avHixdq/f7/mzp2rMmXK6NFHH5UkzZ49W8uWLdPQoUPVvn17/fLLL5o3b57S09M1evRobdq0SZMmTVKvXr00atQoxcTEaP78+brnnnu0YcMGlSlTRmazWRkZGXrsscf08MMPq2LFipo5c6YmTZqksmXL6u6779awYcP02muvaerUqWrZsqUqVqyo6OhoDRw4UIGBgXryyScVGBiolStXasiQIXr//ffdOjizcOFCLVq0SMOHD1ebNm30xRdfOJ6j/W9qNpt1+vRpbdu2TXPnzlVMTIzKlCmjadOmaePGjRoxYoRatWqlX3/9VYsWLdLBgwf1xhtvOF5Tk8nktF/YX+PM25ekRx99VH369NGDDz6o7du3a/r06TKZTBo8eLBH/sZXg31YeObnbH+OgYGBRfYAFK6ewMBALnmIfGHfQX6w3yC/2HfgzpVyikXAHjx4sG6//XbNmjVLt99+u3bt2qVPPvlEb7zxhrdLKxKuv/56TZo0ST4+Pmrbtq2++uor7dy5U48++qji4uL05ptvavDgwZo0aZIkqX379oqOjtaPP/4om82mmTNnql27dpo7d65jm82aNVOvXr20fPlyTZw4UZJks9k0atQo9e/fX5IUFxenCRMm6N5779V9990nSSpbtqzuuOMO/fzzz6pYsaJWrlyp2NhYvf3226pcubIkqWPHjurVq5deeeUVzZ8/P0/PMSkpSa+//roGDhyoxx57zPG8k5OT9e677zqtm5GRocmTJ6tdu3aSLh2xev/99zVu3Dg9+OCDjtegfPnymjRpkj7//HN16tTJrde8e/fumjZtmiSpQ4cOOnfunJYsWaKBAwfm+6AQAAAAAO8qFt/k69Spo8WLF2vXrl3q06eP1q5dq5kzZxbYNbCLm8aNGzvdrlixomOCt3379ik9PV033HCD0zpTpkzR8uXLdezYMZ0/f1633HKLU3u1atUUFRWl7777zml5VFSU4/eyZctKkpo2bepYVqpUKUmXwrd0aSRC/fr1VaFCBWVkZCgjI0Nms1kdO3bU119/nefnuG/fPqWkpKhnz55Oy3v37u1y/cjISMfv9tERWZ/jzTffLB8fn2zPMS9uu+02p9s33nij/vnnHx07dsztbQEAAAAoHIpcD/bq1atdLu/YsaM6dux4laspHrIO5TWbzY4ZomNjYyXlPNmcvd0eljMrW7asfv31V6dlISEhl338rNs/fvy4GjRo4LI9OTk5T+fEREdHS8r+PFzVnXX5xYsXJSnbbPa+vr6KiIhQfHz8ZR8/q/LlyzvdLlOmjKR/DywAAAAAKHqKXMDG1RUWFibpUkC1zz4uSadPn9bx48cVEREhSbpw4UK2+54/f97Rnl+hoaFq1aqVY3h6Vnmdzc9+nfSsz8MevHMTHh4u6dLzqVKlimN5enq6YmJiHM/RZDJlu9SZq0u9Sf8emLD7559/JP0btAEAAAAUPcViiDgKTuPGjeXn56ft27c7LV+5cqXGjh2rmjVrqly5cvrwww+d2k+cOKF9+/apWbNmV/T4rVq10rFjx1SzZk01atTI8fPBBx9o7dq1eZ5orl69egoNDdX//vc/p+WffPJJnmqQlO05fvzxx7JarWrevLkkKTg4WDExMU6XrdqzZ4/Lbe7YscPp9tatW1W5cmVVq1bt8k8GAAAAQKFEDzZyVbp0aQ0ZMkQrV66UxWJRmzZtdODAAa1Zs0YTJkyQxWLRhAkTNHXqVI0fP159+vRRTEyMFi5cqPDwcMfkZfk1dOhQbdq0SUOHDtWwYcMUERGhzZs367333tPUqVPzvJ2QkBCNGDFC8+fPV2BgoFq1aqXvv/9eb7/9tiTlOrFY7dq1dfvtt2vhwoVKSUlR69at9dtvv2nhwoVq3bq1OnToIEnq0qWLVq9erccff1z9+/fX77//ruXLl7s8CLBixQoFBASoadOm+t///qfPPvtMs2fPdvPVAQAAAFCYELBxWRMnTlTZsmX19ttva/ny5apSpYoef/xx3XPPPZKkvn37Kjg4WK+++qpGjx6tkJAQdejQQRMmTMh23rK7KlSooHfeeUezZ8/W008/rdTUVNWoUUPTp09Xv3793NrWyJEjZbPZ9O6772rZsmVq0qSJHnvsMc2YMeOyl16YPn26qlevrnXr1mnZsmUqX768Bg8erNGjRzvCefv27TV58mStXr1a//vf/9SgQQMtXLhQAwYMyLa9xx9/XBs2bNCrr76qWrVqaf78+erRo4dbzwcAAABA4WIy7LNZweHAgQOSpEaNGmVrS0lJcQxZLg7X+bVarUpJSVFAQECRva53XmRkZOijjz5S69atValSJcfyt956S88//7y+++47x/nmBem7777TkCFDtGrVKrVu3brAH68gudp3itv7AwUjKSlJv/32m+rXr891ReEW9h3kB/sN8ot9B3a55cOs6MFGkWaz2WSz2S67no+Pj15//XWtXLlSDz74oCIiInTw4EG98sor6tOnz1UJ1wAAAACKNwI2irRFixZp4cKFl11v1apVWrp0qebMmaOnn35acXFxuuaaazR06FCNHDnyKlQKAAAAoLgjYKNIu/POO9W5c+fLrlezZk2FhIRo7ty5BV9ULlq3bq1Dhw55tQYAAAAABYOAjSKtQoUKqlChgrfLAAAAAACugw0AAAAAgCcQsAEAAAAA8AACNgAAAAAAHkDABgAAAADAAwjYAAAAAAB4AAEbAAAAAAAPIGCXYIMHD9bjjz/usm3BggXq2rXrVa6oYHz33XeqW7eu/v777xzX6dq1qxYsWJBj+/r161W3bt08r385U6ZM0eDBg/N9fwAAAACFD9fBLgTik9J0MSFVicnpCg70U3iIv0KDLN4uq9iIiorSl19+qdKlS3u7FIdp06bJarV6uwwAAAAAHkTA9rLzscla8N5e7T103rEsqm45PXJnlMqVCvRiZcWHxWJRuXLlvF2Gk9DQUG+XAAAAAMDDGCLuRfFJadnCtSTtPXReC97bq/ikNC9Vll3Xrl21dOlSjRw5Uo0bN9YNN9ygtWvXOtrXr1+vjh07at26derUqZOioqI0evRonT171rFOWlqaZs6cqQ4dOigqKkp33nmnvvzyS6dtdO3aVdOnT1eLFi00atQol7XUrVtXH330kYYMGeKoZceOHdqxY4d69Oihpk2basSIEYqOjpaUfYh4fHy8Jk+erBYtWqht27ZasWJFtsf49NNPdcstt6hx48YaNGiQTp06levrs2fPHg0cOFCNGzdW586d9cwzzyghISHH9TMPEbfXt2vXLvXu3VsNGzbUzTffrM8++8zpPqtXr1aPHj3UuHFj9erVS5s2bXK0nT59Wo899pjat2+vpk2bavjw4Tp06JDT402dOlVz585V69at1bx5cz333HM6c+aMRo0apSZNmujGG2/Url27HPe53N8LAAAAgDMCthddTEjNFq7t9h46r4sJqVe5otwtWrRIjRo10saNGzVw4EA9+eST2rx5s6M9Ojpay5cv1+zZs7Vy5UqdPn1aI0aMUEZGhiRp6tSp+uKLLzRz5kxt2LBBN910k0aNGqWdO3c6tnHy5EmdPXtWGzZs0KOPPppjLc8//7wGDhyojz76SLVr19ajjz6qJUuWaObMmVq6dKn279+v119/3eV9x40bp/3792vp0qVavny5PvvsM508edLRvmfPHj3yyCO68cYbtWnTJt1222167bXXcqzl4MGDGjp0qNq3b68PPvhAs2bN0i+//KJhw4bJMIy8vryaOXOmpk2bpvXr16tq1ap67LHHlJiYKElatmyZZs2apeHDh+ujjz7SwIEDNXXqVH311VdKSEjQ3XffrbNnz2rJkiV65513FBQUlO3AwIcffqj4+Hi99957mjp1qtasWaN+/fqpZ8+eWr9+vWrVqqUpU6Y4as7L3wsAAADAvxgi7kWJyelX1H61tW/fXg8//LAkqVatWvrpp5+0cuVK9erVS5KUnp6ul19+WQ0aNJB0KTD26tVL33zzjapVq6aPPvpI77//vho1aiRJuu+++3Tw4EEtW7ZMnTt3djzOQw89pKpVq+Zay+23364ePXpIkgYMGKAdO3Zo/Pjxaty4saPWw4cPZ7vfH3/8oS+//FIrVqxQixYtJEmzZ89Wly5dHOusWbNGzZo10yOPPCJJqlmzpg4fPqxVq1a5rGXZsmVq27atHnroIUlSjRo1NHv2bHXv3l3ff/+9WrdunetzsRs3bpzatm3r+P22227T4cOHFRUVpRUrVmjIkCG68847JUkDBw5USkqKrFarPvjgA8XExGj9+vWO88xnzZql7t2766233tLEiRMlSWFhYZo2bZp8fHxUvXp1zZ49W23atFGfPn0kSffcc48+++wzXbhwQUlJSXn+ewEAAAC4hIDtRcGBflfUfqV8fX1ls9lcttlsNvn6Ou8eWYNi06ZNnXozg4ODHeFakq699lqFhYXp8OHDjuHSQ4YMcdpGenq6wsLCnJbVqFHjsrXXrFnT8XtAQIAkOYVyf39/paVlH2JvD9320ChJZcuWdbrv4cOH1b59e6f7RUVF5Riwf/31Vx0/flxRUVHZ2o4ePZrngF2rVi3H7yEhIZIuvT7R0dE6d+6cmjRp4rT+8OHDJUlPP/20atSo4TSJm7+/vxo3buw0TLxatWry8fFx3A4MDMz2mklSamqqfv31V0l5+3sBAAAAuISA7UXhIf6KqlvO5TDxqLrlFB7iX7CPHx6u+Ph4l22xsbEKDw93WpY1cBuGIbP537MM/PyyHxAwDEM+Pj6OYcdvvfWWgoODndbJvA3p38Ccm6y1SJLJZLrs/eyyHlhw9dwyc/XcMm/rlltucXnOuDszl1ss2WeONwzDsTyn52cYhss2q9Xq9LxcPYesr33mbUp5+3sBAAAAuIRvyl4UGmTRI3dGKaqu8wzXUXXLacydUQV+qa5GjRpp//79Sk11PtfbMAzt3r3bqZdXkg4cOOB0e8+ePbruuusct2NjY/XXX385bv/++++Kj4/Xddddpzp16kiSzp07p+rVqzt+1q9fr3Xr1nn6qeXIXu+ePXscy+Li4pzqrl+/vlO7lP25Z1anTh39/vvvTs/LarVqxowZOn369BXXHBISovLly2erYcyYMXr++ecVGRmpY8eO6Z9//nG0paam6ueff1bt2rXz9ZiF5e8FAAAAFCUEbC8rVypQEwe10JLJXTVrTActmdxVEwe1UNmrcImuO+64QyaTSY8++qj27NmjkydPas+ePXr00Ud1+vRp3XfffU7rf/zxx1qzZo3+/PNPvfHGG/r00081YsQIp3UmTZqkAwcO6KefftKkSZMUFRWlli1bqk6dOurSpYueeuopbd++XSdOnNCyZcv06quvXvZ8a0+qVq2aevbsqWeffVZff/21Dh8+rEmTJjkNJx82bJgOHjyol156SceOHdMHH3ygt956K8dtDhs2TL/99puefPJJHTlyRD/99JMee+wxHTt2LE/D3fPigQce0MqVK7Vx40b99ddfeuutt7R9+3Z1795dt9xyi8LCwhyTtx08eFATJ05UUlKS7rrrrnw9XmH5ewEAAABFCUPEC4HQIEuB91a7UqpUKb399tuaN2+eJkyYoJiYGIWHh6tly5Z69913swWpPn366H//+59eeukl1ahRQ/PmzVOnTp2c1undu7ceeOABpaenq2vXrpo2bZpj+PLcuXM1d+5cPfXUU7p48aKqVq2q5557TnfcccdVe86S9NJLL+nll1/W+PHjZbPZdNdddzku6SVd6sF+/fXXNXPmTK1Zs0Z16tTRqFGjNGvWLJfba9q0qd544w298sor6tu3rwIDA9WmTRtNnjzZ5bDv/Bg0aJBSU1M1f/58nT9/XjVq1NDcuXPVpk0bSZcmZnvppZc0dOhQSVLz5s319ttvX1EYLix/LwAAAKCoMBnuXEeohLAPxc06RFqSUlJSdOzYMdWsWTNP5woXdlarVSkpKQoICHCaACurrl276vbbb3fMrJ3V+vXrNXXqVKdJtVC8udp3itv7AwUjKSlJv/32m+rXr6+goCBvl4MihH0H+cF+g/xi34FdbvkwK4aIAwAAAADgAQRsAAAAAAA8gHOwkSc7duzItb1v377q27fvVaoGAAAAAAoferABAAAAAPAAAjYAAAAAAB5AwAYAAAAAwAMI2AAAAAAAeAABGwAAAAAADyBgAwAAAADgAQTsEqxr165auHChVx9/wYIFXnt8AAAAAPAkroMNr3n//ffl7+/v7TIAAAAAwCMI2IWANTlB1sSLsqUmyhwQLJ+gcPkEhni7rAJXunRpb5cAAAAAAB7DEHEvy4i7oHMb5ujvV8fo1Iqp+nvpGJ3bOFcZcRe8XZokaePGjbr11lvVuHFjde3aVUuXLpXNZpPNZlPbtm315ptvOtZduXKl6tatq3379jmWjR07VhMnTnS57cxDxBcsWKDBgwfr9ddfV8eOHdWoUSMNGTJEf/zxh2P9pKQkPf/887r++usVFRWlgQMHav/+/Y72vXv3asiQIWrevLlat26txx9/XBcvXnR6vNWrV+uRRx5RkyZN1LFjR61du1Z79+5Vnz591KRJEw0YMEB//fWX4z5nz57V+PHj1aJFC7Vu3VqjRo3Sn3/+eaUvKwAAAIBiiIDtRdbkBJ3/aLGSj/3ktDz5j306//ESWZMTvFTZJStWrNATTzyhu+66Sx988IHGjx+vZcuW6eWXX5bZbFanTp301VdfOdb/5ptvZDKZ9O2330qSMjIy9NVXX6lbt255ery9e/fqhx9+0GuvvaYVK1bo1KlTeuaZZxzt48eP12effaYXXnhBGzduVM2aNTV8+HBFR0dr//79Gjx4sGrXrq13331X8+fP1/79+zVs2P+1d+9hNaV9H8C/mw67k6QMZpCUDqYjpXKIcj71EAaTGipmRgyNGcKIGEaNaGRCJoepMTOODeJ5rpdnnHopNXImOjiOSETSrvZe7x/e1tgqks1G3891dc3uvu+11m/t/Wvy677XWgFQKBTiPqKiotCtWzfs2rULPXr0wLx58zB37lyEhoYiMTERt2/fxpIlSwA8Luj9/Pwgl8uRmJiIhIQEGBkZ4aOPPkJ+fr4q3mIiIiIiInqHsMBWI/nDoirFdaVHOZmQPyyqtu91EAQBa9aswZgxY+Dr64s2bdpg8ODB+OKLL5CYmIgHDx7A09MT6enpKCsrQ0VFBdLS0tC7d2+kpqYCADIyMiCTydCtW7daHbOiogKRkZGwtrZGx44d4efnh4yMDABAbm4u9u/fj3nz5sHDwwOmpqYICwuDj48P7t27h7Vr18LKygphYWGwsLCAq6sroqKicPr0aRw6dEg8hoeHBz766CO0atUK/v7+qKiogJ+fH9zc3GBnZ4f+/fsjKysLAJCcnIy7d+8iKioK1tbWsLS0xMKFC6Gvr49Nmzap+B0nIiIiIqK3Ha/BViOF7OFz+kteUyRVFRYWoqCgAB07dlRqd3FxQXl5OXJyctC1a1fI5XJkZGRAS0sLUqkUo0aNwsSJE1FWVob9+/fD3d0denp6tTqmiYkJGjduLH5vYGCA8vJyAMCFCxcAAI6OjmK/lpYWZs6cCQDIyspCly5dlPZnZWWFRo0a4cKFC+jevTsAwMzMTOyXSqUAgJYtW4pt2traKCsrAwCcPXsWxcXF6NSpk9J+ZTIZsrOza3VORERERERUf7DAVqMG2s8uPBto676mSKoSBKHadrlcDgDQ0NCAnp4eOnXqhJSUFEilUri5ucHZ2RmCIODEiRM4cOAAxo4dW+tjamlp1dinofE4VSUSSY3xVtenUCigqalZZT9PatCg+oUcCoUCZmZmWLlyZZU+XV31fTZERERERPRm4hJxNWqoZwidto7V9um0dURDPcPXG9ATjI2NYWxsLC7RrpSeng5NTU20bt0awOMbh6WkpODo0aNwc3ODtrY2nJycsGXLFuTk5MDT01Ml8ZibmwMATp06JbZVVFSgR48eSE5OhqWlJdLT05W2OX/+PIqLi8VtX5SlpSVu3LgBAwMDmJqawtTUFB988AGioqJw7Nixup8MERERERG9k1hgq1FDHX00Hfh5lSJbp60jmg78/LU8quvKlStISUnBoUOHcPDgQRw8eBCpqamQSCQICAhAYmIifvnlF1y+fBk7d+7EihUrMHLkSBgYGAB4XGCfP38emZmZcHNzAwC4u7tjx44dcHR0RNOmTVUSp5mZGfr06YPw8HAcOXIEubm5CAsLQ1lZGdzd3TF27FicP38e8+fPR3Z2NtLS0vDVV1+hffv2cHd3r9Mxvb29YWhoiEmTJiEzMxPZ2dmYOXMmDhw4gHbt2qnkvIiIiIiI6N3BJeJqptHIBO8NCfn/52CXoIG2Lhrqvb7nYO/atQu7du1SamvWrBkOHjyIoKAgaGlpYcOGDfjuu+/QvHlzjB8/HoGBgeLYFi1awMrKCkVFReKsdufOnbFs2TJ4eXmpNNbvvvsOkZGRCAkJgUwmg4ODA9auXYsmTZqgSZMmWLNmDX744QcMGTIE+vr66NWrF6ZNm6a0RPxFGBgYIDExEZGRkQgKCoJcLoeNjQ3i4+NZYBMRERERURUSoaaLbeuxymXIdnZ2VfpKS0uRm5sLMzMz8SZZbzO5XI7S0lJIpVI0bNhQ3eHQW6S63HnXfj7o1SgpKcG5c+dgY2PD+xnQC2HuUF0wb6iumDtU6Vn14dO4RJyIiIiIiIhIBVhgExEREREREakAC2wiIiIiIiIiFWCBTURERERERKQCLLCJiIiIiIiIVIAFNhEREREREZEKsMAmIiIiIiIiUgEW2EREREREREQqwAKbiIiIiIiISAVYYBMRERERERGpAAvseszLywsrVqxQdxivXExMDLy8vGrsv3btGqysrJCamlrjmNDQUPj5+dV6/PN4eXkhJiamztsTEREREdGbR0PdARC9agEBAfD19VV3GEq2bNkCbW1tdYdBREREREQqxAL7DVAse4gi2QOUlD+CrqYODLUNoK+tp+6w3hl6enrQ03uz3s8mTZqoOwQiIiIiIlIxLhFXs4KSQkQfiUfInnDM3huJkD3h+OFIPApKCtUdGgAgKSkJ3t7esLe3h5eXF1atWgWFQgGFQgF3d3esW7dOHLthwwZYWVkhMzNTbJsyZQq+/vprAEB+fj5CQkLg7OwMV1dXfPbZZ8jLyxPHhoaGYtKkSQgICECHDh2wevXqKvGkpqaiffv2OHr0KAYMGAA7OzuMHDkSubm5WLlyJTp37oxOnTphwYIFEAQBQNUl4llZWfD394ejoyP69u2Lo0ePKh1DEATExsbCw8MDjo6OmD17NmQy2TPfp61bt6J///6wt7dH//79sWHDBigUihrHP7lEPCYmBn5+flizZg08PDxgZ2cHf39/5OTkiONLSkrw7bffomvXrnBycoKvry9Onjwp9h8/fhz+/v7o2LEjXF1dMWvWLBQVFSkdLyEhAZMnT4aDgwM8PDywefNmHD9+HEOGDIGDgwNGjRqFK1euiNs87/MiIiIiIiJlLLDVqFj2EKvSEnEy/5xS+4n8c1idlohi2UM1RfbY+vXrMWfOHIwcORI7duxASEgI4uPjERkZiQYNGqB79+5ISUkRxx85cgQSiUQsWCsqKpCSkoKePXuipKQEfn5+kMvlSExMREJCAoyMjPDRRx8hPz9f3Mf//M//oHPnzti6dSu8vb2rjUsul2Px4sVYtGgRNm3ahDt37mDUqFHIzs5GQkICvvzySyQmJmL//v1Vtn3w4AHGjh0LfX19bN68GWFhYYiNjVUaExcXh59++gnTp0/Htm3boK+vj927d9f4Pv3++++IiIhAcHAwkpOTMXXqVKxZswZLliyp9Xt9/PhxHDt2DHFxcVi/fj1u3LiB8PBwsT8kJAR//vknFi1ahKSkJJiZmSEwMBCFhYU4efIk/Pz8YGFhgd9//x3Lly/HyZMnERAQoFTkR0VFoVu3bti1axd69OiBefPmYe7cuQgNDUViYiJu374txlzbz4uIiIiIiP7BAluNimQPqhTXlU7kn0OR7MFrjugfgiBgzZo1GDNmDHx9fdGmTRsMHjwYX3zxBRITE/HgwQN4enoiPT0dZWVlqKioQFpaGnr37i3e/CsjIwMymQzdunVDcnIy7t69i6ioKFhbW8PS0hILFy6Evr4+Nm3aJB7X0NAQQUFBMDMzQ4sWLWqMb8qUKXB0dISNjQ369OmDhw8fYsGCBTA3N8eoUaNgYmKCixcvVtkuOTkZjx49QkREBNq1a4cuXbpg1qxZSuedkJAAf39/DBo0CG3btsXMmTNhY2NTYyyxsbH49NNPMWjQILRq1Qp9+/ZFSEgIEhMTnzvzXamiogKRkZGwtrZGx44d4efnh4yMDABAbm4u9u/fj3nz5sHDwwOmpqYICwuDj48P7t27h7Vr18LKygphYWGwsLCAq6sroqKicPr0aRw6dEg8hoeHBz766CO0atUK/v7+qKiogJ+fH9zc3GBnZ4f+/fsjKytLfJ9q83kREREREdE/eA22GpWUP3qp/lepsLAQBQUF6Nixo1K7i4sLysvLkZOTg65du0IulyMjIwNaWlqQSqUYNWoUJk6ciLKyMuzfvx/u7u7Q09PD2bNnUVxcjE6dOintTyaTITs7W/ze1NS0VvGZmZmJr3V0dGBiYgIdHR2xTVtbu9riNisrC23atIGBgYHY5uTkJL6+e/cubt++DTs7O6XtHB0dleKsVFhYiJs3b+KHH35QuiO7QqGATCbDtWvXYG5u/tzzMTExQePGjcXvDQwMUF5eDgC4cOGCGEMlLS0tzJw5UzynLl26KO3PysoKjRo1woULF9C9e3cAyu+ZVCoFALRs2VJs09bWRllZGQDU+vMiIiIiIqJ/sMBWI11NnZfqf5Uqr19+mlwuBwBoaGhAT08PnTp1QkpKCqRSKdzc3ODs7AxBEHDixAkcOHAAY8eOBfC44DQzM8PKlSur7FNXV1d8XVn4PY+GhnLqNmhQ+8UYT5/b0/uq7RgA4hLsmTNnonPnzlX6nzUL/yQtLa0a+yqPLZFIqu0XBKHaPoVCAU1NzSr7eVJN71ttPy8iIiIiIvoHl4irkaG2ARyaVb/02KGZDQy1Dartex2MjY1hbGwsLlOulJ6eDk1NTbRu3RrA45tnpaSk4OjRo3Bzc4O2tjacnJywZcsW5OTkwNPTEwBgaWmJGzduwMDAAKampjA1NcUHH3yAqKgoHDt27LWdl42NDXJzc1FY+M9N5E6dOiW+btKkCVq0aFHlvE+fPl3t/irfpytXrojnZWpqijNnziA6OlolMVfOgD8ZZ0VFBXr06IHk5GRYWloiPT1daZvz58+juLi4VrPn1XlTPi8iIiIiorcJC2w10tfWw6edxlQpsh2a2eCzTn6v5VFdV65cQUpKCg4dOoSDBw/i4MGDSE1NhUQiQUBAABITE/HLL7/g8uXL2LlzJ1asWIGRI0eKS6y9vLxw/vx5ZGZmws3NDQDg7u6OHTt2wNHREU2bNgUAeHt7w9DQEJMmTUJmZiays7Mxc+ZMHDhwAO3atXvl51lp4MCBMDY2xrRp03D+/HmkpaVh0aJFSmPGjx+PX375BZs3b0Zubi6io6OV7tj9JIlEgqCgICQkJCAhIQFXrlzB3r17ER4eDi0trWfOTNeWmZkZ+vTpg/DwcBw5cgS5ubkICwtDWVkZ3N3dMXbsWJw/fx7z589HdnY20tLS8NVXX6F9+/Zwd3ev0zHflM+LiIiIiOhtwiXiamai2wRT3APV9hzsXbt2YdeuXUptzZo1w8GDBxEUFAQtLS1s2LAB3333HZo3b47x48cjMDBQHNuiRQtYWVmhqKhInNXu3Lkzli1bpvRoLAMDAyQmJiIyMhJBQUGQy+WwsbFBfHz8ay3YdHV18fPPP2P+/PkYPXo0DA0NMWXKFISGhopjfH19oVAosHLlShQUFKBbt24YPnw4cnNzq91nQEAAtLW1kZCQgIiICBgbG8PHxwchISEqi/u7775DZGQkQkJCIJPJ4ODggLVr16JJkyZo0qQJ1qxZgx9++AFDhgyBvr4+evXqhWnTpiktEX8Rb8rnRURERET0NpEINV1sW49VLsV9+kZXAFBaWorc3FyYmZnV+nrhN5lcLkdpaSmkUikaNmyo7nDoLVJd7rxrPx/0apSUlODcuXOwsbHhNf30Qpg7VBfMG6or5g5VelZ9+DQuESciIiIiIiJSARbYRERERERERCrAApuIiIiIiIhIBVhgExEREREREakAC2wiIiIiIiIiFWCBTURERERERKQCLLCJiIiIiIiIVIAFNhEREREREZEKsMAmIiIiIiIiUgEW2PWYn58fZs2aVW1faGgo/Pz8xO+trKywbdu2Wu332rVrsLKyQmpqaq1j2bZtG6ysrGo9noiIiIiI6E2joe4A6O1w+PBhGBgYvLL9DxgwAN26dXtl+yciIqI3Q0lpOR6UlEOhEKAr1YChvra6QyIiUhkW2G+A8uJilN8rgrzkIRrq6kGzsSE09fXVHZaSpk2bvtL9S6VSSKXSV3oMIiIiUq+/Cx5i7c7TSDtzEwoBaNOiESYOc0DblobQ1myo7vCIiF4al4irmaygABe+X4rjwV/g5NczcTz4C2QtWQZZQYG6Q1Py9BLxDRs2wMvLC/b29hg7dixWrFgBLy8vpW1OnDiBjz76CLa2tujZsye2bt1a4/6fXiJuZWWFTZs2Ydy4cbC3t0e3bt2wevVqpW1SUlIwatQoODg4wMPDA1FRUZDL5QCA0tJSREdHo2fPnrCzs8OQIUOwd+9epeP17t0bu3fvFs8jMDAQ+fn5WLhwIVxcXNC5c+cqx9y6dSv69+8Pe3t79O/fHxs2bIBCoXjxN5SIiKieuX23BDNjD+Po6cfFNQDk/X0fobGHce3WA/UGR0SkIiyw1ai8uBgXY2JRlHlCqf3e8UxcWrES5cXFaors2X755RcsXboUEydOxB9//AFXV1f8+OOPVcatX78en332GXbv3o1u3brhm2++weXLl2t9nMjISAwZMgR//PEHhg0bhqVLlyI9PR3A4+I9KCgIjo6O2LZtGxYtWoTNmzdj+fLlAIAvv/wSSUlJmD17Nnbs2IFevXph0qRJ2Ldvn7j/v//+G7/++itiY2Oxbt06nDp1Ct7e3tDQ0MCmTZswatQoLF26FFlZWQCA33//HREREQgODkZycjKmTp2KNWvWYMmSJS/zdhIREdULp7Lv4E5RaZV2hUJAwu5zePioXA1RERGpFpeIq1H5vaIqxXWle8czUX6v6JUvFd+1axf+85//AAAkEonYXlZWhg4dOlS7TXx8PPz9/TF8+HAAwOeff46zZ8/izJkzSuOCg4PFWe2QkBD8+uuvOHPmDExNTWsV29ChQ/Gvf/0LADB16lRs3LgRGRkZcHZ2xs8//wx7e3uEhoYCAMzNzbFgwQLcunUL2dnZ2LdvH1atWgVPT08AwKRJk3DhwgWsWrUKPXv2BACUl5djzpw5sLS0BAC4u7sjMzMT06dPh0Qiwaeffooff/wRFy9ehKWlJWJjY/Hpp59i0KBBAIBWrVqhuLgY4eHhmDJlCrS1eQ0ZERFRdRQKAamn/66x/2xuIR7JKqCno/kaoyIiUj0W2GokL3n4nP6SVx6Dp6cngoODoa2tjYYN/7n2acmSJbh3716V8Xfv3sX169fh6Oio1N6xY8cqBXbbtm3F14aGhgAAmUxW69jMzc2VvtfX10d5+eO/bl+4cAGdO3dW6u/duzcAYPfu3WJMT3J2dkZUVJRSm5mZmfhaR0cHLVu2FP/QUFkwy2QyFBYW4ubNm/jhhx+wYsUKcRuFQgGZTIZr165ViZeIiIgea9BAgveMdGrsN9TXQsMGkhr7iYjeFiyw1aihrt5z+nVfeQx6enpo3bo1pFKpUoGtp6dXbYGtofE4ZQRBeO6+GzSoegVCbbarpKWlVeP2GhoaSjPutaFQKMT4K2lqKv+lvLqYK7cFgJkzZ1Yp7AGgRYsWLxQLERFRfdOrkymSDuZU2+fTwwJGjXizUyJ6+/EabDXSbGyIxk6O1fY1dnKEZmPD1xtQLRgYGOCDDz5AZmamUvvJkydfaxzm5uY4deqUUtv69esxdOhQccl3RkaGUn96ejosLCzqdDxjY2MYGxvjypUrMDU1Fb/OnDmD6OjoOu2TiIioPmlqpIPJIxzx9ER1Z/sWcLPjH6qJ6N3AGWw10tTXh8Wkz3FpxUrcO54ptjd2coTFpM/fuEd1VRo/fjwiIiJgbm6ODh064M8//8SePXte6yxuUFAQhg0bhujoaPzrX//ClStXsHr1avj6+sLCwgLdu3dHeHg4AKBNmzZITk7Gvn376lwMSyQSBAUFYenSpXj//ffRvXt3ZGVlITw8HD169Kh2tp2IiIj+oSvVhIfTB7C1MMbp7Dt4VFoBOwsTGBtK+SxsInpnsMBWM20TE1h+FfL/z8EuQUNd3TfyOdhPGj16NIqKirBs2TLcvXsXnTp1wtChQ6vMGL9KNjY2iI2NxfLly/HTTz+hadOm8PPzw2effQYAWLZsGZYuXYpvvvkG9+/fR7t27RATEyNep10XAQEB0NbWRkJCAiIiImBsbAwfHx+EhISo6rSIiIjeaVJtDbyvrY/3Td7cf+cQEb0MifAiF8XWE5VLj+3s7Kr0lZaWIjc3F2ZmZpBK3/5rheRyOUpLS6tcg/0sBw8eRLt27ZRmrOfMmYMrV65gw4YNrypUesNUlzvv2s8HvRolJSU4d+4cbGxsoPsa7jVB7w7mDtUF84bqirlDlZ5VHz6N12DTC/vjjz/w+eefIzMzE9evX0dSUhJ27NghPlKLiIiIiIioPuIScXphc+bMweLFixEcHIz79++jdevWmDVrFnx8fNQdGhERERERkdqwwKYX1rhxYyxevFjdYRAREREREb1RuESciIiIiIiISAXeuhns2bNnQy6XV5lB9fPzQ1pamlJbhw4d8Ouvv77O8IiIiIiIiKieemsKbLlcjiVLlmDLli0YOnRolf6srCzMmzcPvXr1Ets0NTVfZ4hERERERERUj70VBXZ2djZmzpyJq1ev4v3336/Sn5+fj3v37sHR0RFNmzZ9LTHx6WZEVfHngoiIiIjqs7fiGuy0tDTY2Nhg165daNmyZZX+CxcuoEGDBmjbtu0rj6VyVrykpOSVH4vobVP5c8HVI0RERERUH70VM9ijR49+Zn9WVhYaNWqEsLAwHDlyBHp6eujbty8mTpwILS2tOh1TEIQai2g9PT3k5+dDoVBAR0cHEomkTsd4EwiCgLKyMgiC8FafB71+T+YOADx69Ai3b9+Gvr4+ZDKZmqOjN9mjR4+U/ktUW8wdqgvmDdUVc4cqvUitpPYC+9q1a+jZs2eN/YcPH37usu+LFy9CJpPB2dkZgYGBOHv2LCIiInDjxg1ERkbWKa7y8nKcO3fuubFLJBIWplTvCYIAQRCgUCjEQpvoefLy8tQdAr2lmDtUF8wbqivmDgGo9cSt2gvsZs2aYffu3TX2N2nS5Ln7WLRoEb755hsYGBgAACwtLaGpqYkvv/wS06dPh4mJyQvHpampCQsLi2eOkcvlqKioeOF9v0lKS0tx48YNvP/++5BKpeoOh94iT+eOhoYGGjZsqO6w6C3w6NEj5OXloU2bNtDR0VF3OPQWYe5QXTBvqK6YO1Tp0qVLtR6r9gJbU1MT5ubmL7WPhg0bisV1JUtLSwDAzZs361RgSyQS6OrqvlRcb4OSkhLcuHEDhoaG9eJ8SXWYO/SydHR0mDtUJ8wdqgvmDdUVc4deZMXyW3GTs+cZPXo05syZo9R26tQpaGpqok2bNuoJioiIiIiIiOoVtc9gq8KgQYOwaNEi2NraonPnzjh16hQiIyMRGBgIfX19dYdHRERERERE9cA7UWD7+vqiQYMG2LBhA7799ls0bdoUY8eOxYQJE9QdGhEREREREdUTEqHyGTsk+uuvvyAIQp0f8fU2EQQB5eXl0NTU5N3Q6YUwd6iumDtUV8wdqgvmDdUVc4cqlZWVQSKRoEOHDs8d+07MYKtaffoBkkgk9eIPCaR6zB2qK+YO1RVzh+qCeUN1xdyhSi/yaGbOYBMRERERERGpwDtxF3EiIiIiIiIidWOBTURERERERKQCLLCJiIiIiIiIVIAFNhEREREREZEKsMAmIiIiIiIiUgEW2EREREREREQqwAKbiIiIiIiISAVYYBMRERERERGpAAtsIiIiIiIiIhVggU1ERERERESkAiywiYiIiIiIiFSABXY9EBsbCz8/P6W2c+fOYcyYMXB0dESPHj0QHx+v1K9QKLB8+XJ069YNDg4OCAgIwOXLl19n2KQm9+7dQ1hYGDw8PNChQweMHj0a6enpYj9zh2py584dfP3113Bzc4OTkxMmTJiAS5cuif3MHXqe3NxcODk5Ydu2bWIb84Zqcv36dVhZWVX52rx5MwDmDj1bUlISBgwYADs7OwwcOBB79uwR+5g79FIEeqetW7dOsLKyEsaMGSO2FRYWCq6ursLs2bOFS5cuCVu2bBHs7OyELVu2iGNiYmIEd3d3Yf/+/cK5c+eEgIAAoXfv3oJMJlPHadBrNG7cOMHb21s4duyYkJ2dLSxYsECwt7cXLl26xNyhZxoxYoQwcuRI4eTJk8KlS5eEyZMnC126dBFKSkqYO/RcZWVlgo+Pj2BpaSls3bpVEAT+vqJn27dvn2BnZyfk5+cLt27dEr8ePXrE3KFnSkpKEmxsbIT169cLeXl5wooVKwRra2vhr7/+Yu7QS2OB/Y66efOmEBgYKDg6Ogr9+vVTKrBXrVoldOvWTSgvLxfboqKihL59+wqCIAgymUxwcnISNm7cKPYXFRUJ9vb2wq5du17fSdBrl5eXJ1haWgoZGRlim0KhEHr37i1ER0czd6hGhYWFQkhIiJCVlSW2nTt3TrC0tBROnDjB3KHnioqKEvz8/JQKbOYNPcvKlSsFb2/vavuYO1QThUIheHp6CosXL1ZqDwgIEFatWsXcoZfGJeLvqDNnzsDQ0BA7duyAg4ODUl96ejpcXFygoaEhtrm5uSE3Nxd37tzB+fPn8fDhQ7i5uYn9jRo1Qvv27XHs2LHXdg70+hkZGSEuLg62trZim0QigSAIKCoqYu5QjYyMjLB06VK0a9cOAFBQUID4+Hg0b94cFhYWzB16pmPHjuH3339HRESEUjvzhp7lwoULsLCwqLaPuUM1ycnJwfXr1zF48GCl9vj4eHz66afMHXppLLDfUV5eXoiKikKrVq2q9N28eRPNmzdXanvvvfcAADdu3MDNmzcBAC1atKgy5u+//35FEdOboFGjRujevTu0tLTEtj179uDKlSvo2rUrc4dqZc6cOejSpQv+/e9/Y+HChdDV1WXuUI3u37+P6dOn45tvvqny+TNv6FmysrJw584dfPzxx+jcuTNGjx6NQ4cOAWDuUM3y8vIAACUlJQgMDIS7uztGjBiB//73vwCYO/TyWGDXQ6WlpUoFFABoa2sDAGQyGR49egQA1Y6RyWSvJ0h6I2RkZGDWrFno2bMnvLy8mDtUK5988gm2bt0Kb29vBAcH48yZM8wdqtG8efPg6OhYZTYJ4O8rqllZWRny8vJQXFyMqVOnIi4uDnZ2dhg/fjyOHDnC3KEaFRcXAwBmzJiBQYMGYe3atejSpQsmTpzI3CGV0Hj+EHrXSKVSlJWVKbVV/g9BV1cXUqkUwONfXpWvK8fo6Oi8vkBJrfbu3YuvvvoKDg4OWLp0KQDmDtVO5ZLNBQsWIDMzE4mJicwdqlZSUhLS09Oxc+fOavuZN1QTLS0tHDt2DBoaGmKhY2tri+zsbMTHxzN3qEaampoAgMDAQAwdOhQAYGNjg7Nnz2LdunXMHXppnMGuh5o3b45bt24ptVV+36xZM3HJS3Vjnl4yQ++mxMRETJ48GR4eHlizZo34C4S5QzW5c+cOdu3aBblcLrY1aNAA5ubm4ufP3KGnbd26FXfu3EGPHj3g5OQEJycnAMDcuXMxcOBA5g09k66ubpVZREtLS+Tn5zN3qEaVn6+lpaVSu4WFBa5du8bcoZfGArsecnFxQUZGhtI/hI8cOQIzMzMYGxvD2toa+vr6SE1NFfvv37+Ps2fPwtnZWR0h02u0ceNGLFiwAL6+voiOjlb6xwtzh2py69YtTJs2DWlpaWJbeXk5zp49C3Nzc+YOVWvJkiXYvXs3kpKSxC8A+OKLLxAXF8e8oRqdP38eTk5OSE9PV2o/ffo0LCwsmDtUo/bt20NPTw8nTpxQas/KykLr1q2ZO/Ty1H0bc3r1ZsyYofSYroKCAsHFxUWYMWOGcPHiRWHr1q2CnZ2dsG3bNnHM0qVLhU6dOgl79+4Vn+/Xp08fPt/vHZeTkyN8+OGHQnBwsNIzRW/duiXcv3+fuUM1UigUQkBAgNC3b1/h2LFjwoULF4SQkBDBxcVFuH79OnOHau3Jx3Qxb6gmcrlcGDFihDBo0CDh2LFjwqVLl4RFixYJtra2wvnz55k79Ew//vij4OTkJOzcuVO4fPmyEBsbK1hbWwtHjx5l7tBLkwiCIKi7yKdXKzQ0FNevX0dCQoLYdvLkSSxcuBBnz55F06ZNERAQgDFjxoj9crkcS5cuxbZt21BaWgoXFxeEhYWhZcuW6jgFek1WrVqFZcuWVds3dOhQLF68mLlDNXrw4AGioqKwd+9ePHjwAM7OzggNDRUf3cXcodqwsrLCd999Bx8fHwDMG6pZYWEhlixZgoMHD+L+/fto3749vvrqK3EWkblDz7Ju3TokJiYiPz8f5ubmmDx5Mnr16gWAuUMvhwU2ERERERERkQrwGmwiIiIiIiIiFWCBTURERERERKQCLLCJiIiIiIiIVIAFNhEREREREZEKsMAmIiIiIiIiUgEW2EREREREREQqwAKbiIiIiIiISAVYYBMRERERERGpAAtsIiKqV7KyshASEoIuXbrA1tYWXbt2xdSpU3H27NkX2k9MTAysrKxeUZRV+fn5wc/P77njZDIZ1q9fj2HDhsHZ2RkuLi4YOXIktm/fDoVCIY5LTU2FlZUVUlNTX2XYr4WVlZXSV/v27eHq6opx48bhwIED6g6PiIjqEQ11B0BERPS6XLx4ESNHjoS9vT1mz54NExMT3Lx5E4mJiRg5ciQSEhLg6Oio7jDrrKCgAEFBQfj777/h5+cHe3t7KBQK7N+/H7NmzUJaWhoWLVoEiUSi7lBVbvjw4RgxYgQAoLy8HLdv38aWLVswYcIEzJkzB2PGjFFzhEREVB+wwCYionpj3bp1aNy4MX766SdoamqK7b169UL//v0RGxuLuLg4NUb4cmbMmIGbN2/i999/R5s2bcT2Hj16oGXLlvj+++/h6emJPn36qC/IV6R58+ZV/jjSv39/BAcHY/HixeJ7QERE9CpxiTgREdUbBQUFAABBEJTadXV1MXPmTPTv31+pPTk5GT4+PnBwcECPHj3w/fffo6ysTGnM/v374e3tDTs7O/Tt2xdJSUlK/bdu3cLMmTPRvXt32NvbY/jw4di3b5/SGJlMhh9//BH9+vWDnZ0d+vTpg7i4OKUl3c9z7tw5HD58GIGBgUrFdSV/f3/4+vpCT0+vxn2cOnUKgYGBcHV1RYcOHfDZZ5/h4sWLSmMSEhLEOLt164Z58+ahuLhY7LeyskJMTIzSNk8vpw8NDcUnn3yCuXPnwtnZGUOHDkVFRQUUCgXi4uLQu3dv2Nraom/fvkhISKj1e/A0iUSCadOmoby8HFu2bBHbr127hunTp6Nr16748MMP4e7ujunTp+Pu3bsAgIiICNjb2+PBgwdK+4uLi4OTkxNKSkogk8kQHh4ODw8P2Nraol+/fli7dm2dYyUioncDZ7CJiKje6NGjBw4cOIBRo0Zh2LBhcHNzQ9u2bSGRSNCvXz+lsb/99hvmzp2L4cOHIyQkBNeuXUNkZCTu3r2LRYsWiePCwsIwdepUvPfee1i9ejVCQ0NhbW0Na2trFBQUYPjw4dDU1ERISAiMjIywbds2BAcHIzIyEt7e3hAEAZ999hkyMzMRHBwMGxsbpKamIjo6GlevXsWCBQtqdW6HDh0CAHh5eVXbr6WlhbCwsBq3P3r0KIKCguDi4oKFCxeirKwMq1evxqhRo7Bp0yaYm5sjOTkZERERmDFjBqysrJCTk4OIiAiUlpZi8eLFtYqzUnp6OiQSCWJiYvDw4UNoaGggLCwM27Ztw6effgonJyccO3YMixYtwv379xEcHPxC+69kbm6OFi1aICMjAwDw6NEj+Pv7w8jICHPnzoWBgQEyMjLw448/QltbGwsWLMDw4cOxdu1a/Pvf/xaXnQNAUlIS+vXrB11dXYSFheHw4cOYMWMGTExMcPDgQURERKBx48bw8fGpU6xERPT2Y4FNRET1xscff4zbt28jPj4e8+fPBwAYGRmha9eu8PPzg4ODAwBAoVAgJiYGvXv3xsKFC8XtZTIZtm/frjSL/e2338LDwwMA0KpVK/Tp0wdpaWmwtrbGunXrUFhYiD179qBVq1YAgO7du2Ps2LGIjIzEoEGDcOjQIfzv//4vvv/+e3h7ewMAunTpAqlUih9++AGffPIJLCwsnntuN2/eBIA6L4OOiopCq1at8NNPP6Fhw4YAgK5du6J3796IiYlBdHQ0UlNT8cEHH8DX1xcNGjRAp06doKurK878voiKigqEh4fD1NQUAJCbm4tNmzbhyy+/xIQJE8TjSyQSrF69Gh9//DGMjIzqdG4mJibi6oW8vDw0b94cixcvRuvWrQEAbm5uOHXqFNLS0gA8LsqdnJzwxx9/iAX2yZMnkZ2dLeZNWloaOnfujIEDBwIAXF1doaurW+cYiYjo3cAl4kREVK9MmTIFhw4dQlRUFIYPHw59fX3s3LkTI0eOxIYNGwA8LvYKCgrQq1cvpW3Hjh2LP/74A1paWmKbs7Oz+LqyiL5//z6Ax0WYk5OT2F7J29sbt2/fRk5ODtLS0tCwYUMMGDCgyhgAtb7Ld4MGj3+ly+XyWo1/UklJCU6dOoUBAwaIxTUANGrUCJ6enmIMbm5uyMvLg4+PD2JjY3H27FkMHjwYn3zyyQsfUyqVigUu8HgGXRAEeHl5oaKiQvzy8vKCTCYTZ6DrqvLGbjY2Nti4cSNatmyJq1ev4tChQ1i7di1ycnJQXl4ujh82bBjS09Nx7do1AMC2bdvQunVr8fN2dXXF5s2bMX78eGzcuBHXr19HcHAwPD09XypOIiJ6u7HAJiKiesfQ0BCDBg3CwoULsXfvXmzfvh0WFhZYsmQJ7t69i3v37gEAjI2Nn7svXV1d8XVlkVt5jXdRURFMTEyqbFPZdv/+fRQVFcHIyAgaGsqLypo2bQoAVa4DrskHH3wAALhx40aNY/Lz86u9rvvBgwcQBKHGWCtjGDBgAKKioqCrq4sVK1Zg6NCh6NmzJ5KTk2sV45OMjY2V7mZe+Z4PHDgQH374ofhVOYOcn5//wseolJ+fj+bNm4vfr1u3Dp07d0avXr0QGhqKo0ePQkdHR2mbAQMGQEdHBzt27EBZWRn27NmDoUOHiv2zZ8/G1KlTce3aNYSHh8PLywujRo164ce9ERHRu4UFNhER1Qv5+fno2rUrNm/eXKWvffv2mDp1KsrKynD16lU0atQIAFBYWKg07t69e0hJScHDhw9rdUxDQ0NxafKTbt++DeDx8nRDQ0PcvXsXFRUVSmNu3boljqmNrl27AkCNz32Wy+Xw8fHB+PHjq/QZGBhAIpHUGGvjxo3F7wcNGoSNGzeK14k3btwYX3/9tVIB/PQseklJyXPjr3zPN2zYgC1btlT5evoa+drKzs7GrVu34OLiAgDYuXMnFi9ejICAABw5cgQpKSmIi4urcmM4PT099OvXD3v27EFKSgru37+PIUOGiP1aWlr4/PPPsWfPHvz5558ICwvD1atXMW3atDrFSURE7wYW2EREVC+YmJhAQ0MDGzduhEwmq9Kfk5MDbW1tmJqaom3btjAyMqpyt++dO3di/Pjx1W5fHRcXFxw/fhxXr15Vat+xYweaNm0KU1NTdOrUCXK5HLt3764yBgA6duxYq2O1a9cOHh4eiIuLq3I8APjpp59QUFCgVCRW0tXVha2tLXbv3q1UHD948AD79+8XY5g6dSomTZoE4HFR3r9/f0ycOBFyuVz8g4C+vr54PXilv/7667nxVxbAd+/ehZ2dnfh17949REdHizPcL2r58uWQSqXi7HNGRgYMDAwwYcIENGnSBADw8OFDZGRkVJndHz58OLKysrB27Vq4ubnh/fffBwCUlpaib9++4l3D33//ffj6+mLgwIFVzp2IiOoX3uSMiIjqhYYNG2LevHkIDg7GsGHD4OvrC3Nzczx69AgpKSn45ZdfMGXKFBgaGgIAJk+ejPnz52PevHno3bs38vLyEB0djdGjR4uF2fOMGzcOO3bswLhx4zBp0iQYGRkhKSkJR48exaJFi9CgQQN4eHjA1dUVc+fOxa1bt9C+fXukpaVhzZo1GDp0aK1ucFYpPDwcn3zyCUaMGAF/f384Ojri4cOH+M9//oNdu3ZhxIgRGDx4cLXbTps2DYGBgQgKCsKYMWNQXl6OuLg4lJWViUW1m5sb5s6di4iICHh4eOD+/ftYsWIF2rRpA2trawCP79SenJwMe3t7mJmZYfv27bh8+fJzY7e0tIS3tzfmzJmD69evw9bWFrm5uVi2bBlatmxZ7aPHnnTz5k1kZmYCeHwDtfz8fGzfvh2HDx/G/PnzxSXi9vb2+PXXX7F48WJ4enri1q1biI+PR0FBgfjZV+rYsSPatm2LtLQ0LFmyRGyXSqX48MMPsWLFCmhqasLKygq5ubnYvn07+vbt+9xzJSKid5dEePphoERERO+wM2fOID4+HhkZGSgsLISWlhbat28PPz8/9OnTR2ns9u3bER8fj7y8PDRr1gw+Pj6YMGECNDU1ERMTgxUrVuDChQtK21hZWWHSpEmYPHkyAODq1auIiopCSkoKysvLYW1tjfHjx6Nnz57iNo8ePcLy5cuRnJyMwsJCtGzZEsOHD8e4cePEm475+fkBwHOfC11YWIgNGzZg7969uHHjBjQ1NdG2bVtxhrXyOvHU1FT4+/vj559/hqurq9i2fPlynD59GlpaWnB2dsaXX36Jdu3aiftPSEjAb7/9hmvXrkEqlcLd3R1ff/21eA14QUEBFixYgIMHD0JDQwMDBgyAra0tvvnmG/G9Cg0NRVpaGv773/8qxV5RUYHVq1dj+/btuHnzJoyNjeHp6YmpU6cqLVN/2pPP2AYATU1NvPfee7C1tYW/v7/SjegEQUBMTAy2bt2Ku3fvolmzZujevTssLS0xZ84cJCcnK/1RIyIiAps3b8bhw4chlUrF9uLiYkRHR2Pfvn24ffs2jI2NMWDAAEyZMkVpHBER1S8ssImIiIiqIQgCBg8eDFdXV8yZM0fd4RAR0VuAS8SJiIiInlBcXIz169fj1KlTyMvLQ2xsrLpDIiKitwQLbCIiIqInSKVS/Pbbb1AoFFi4cKHS87qJiIiehUvEiYiIiIiIiFSAj+kiIiIiIiIiUgEW2EREREREREQqwAKbiIiIiIiISAVYYBMRERERERGpAAtsIiIiIiIiIhVggU1ERERERESkAiywiYiIiIiIiFSABTYRERERERGRCrDAJiIiIiIiIlKB/wNPm+z9D5LzHAAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "comparison_vars = [\n", - " (\"completion_change\", \"Completion Rate Change\"),\n", - " (\"teacher_change\", \"Teacher Ratio Change\"),\n", - " (\"out_of_school_change\", \"Out-of-School Rate Change\"),\n", - " (\"gov_change\", \"Government Spending Change\"),\n", - " (\"digital_connectivity\", \"Digital Connectivity\"),\n", - " (\"school_closure_days\", \"School Closure Days\"),\n", - "]\n", - "\n", - "for var, label in comparison_vars:\n", - " filtered_df = merged[[\"ISO\", var, \"math_change\", \"income_group\"]].dropna()\n", - "\n", - " plt.figure(figsize=(10, 6))\n", - " sns.scatterplot(data=filtered_df, x=var, y=\"math_change\", hue=\"income_group\")\n", - " sns.regplot(data=filtered_df, x=var, y=\"math_change\", scatter=False, color=\"gray\")\n", - "\n", - " plt.title(f\"Math Proficiency Change vs. {label} by Income Group\")\n", - " plt.xlabel(label)\n", - " plt.ylabel(\"Math Proficiency Change\")\n", - " plt.grid(True)\n", - " plt.tight_layout()\n", - " plt.show()\n" + "data": { + "image/png": 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", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 📉 Residual Analysis\n", - "We check residuals to assess the assumptions of the multiple regression model." + "data": { + "image/png": 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", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " OLS Regression Results \n", - "==============================================================================\n", - "Dep. Variable: math_change R-squared: 0.278\n", - "Model: OLS Adj. R-squared: 0.141\n", - "Method: Least Squares F-statistic: 2.022\n", - "Date: Mon, 21 Jul 2025 Prob (F-statistic): 0.128\n", - "Time: 22:16:31 Log-Likelihood: -67.852\n", - "No. Observations: 26 AIC: 145.7\n", - "Df Residuals: 21 BIC: 152.0\n", - "Df Model: 4 \n", - "Covariance Type: nonrobust \n", - "========================================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "----------------------------------------------------------------------------------------\n", - "Intercept -0.6992 0.896 -0.780 0.444 -2.563 1.165\n", - "completion_change 0.2842 0.213 1.334 0.197 -0.159 0.727\n", - "out_of_school_change 0.2685 0.157 1.708 0.102 -0.059 0.596\n", - "teacher_change 0.2819 0.148 1.900 0.071 -0.027 0.590\n", - "gov_change -0.6925 1.050 -0.660 0.517 -2.876 1.491\n", - "==============================================================================\n", - "Omnibus: 40.723 Durbin-Watson: 1.763\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 166.946\n", - "Skew: -2.808 Prob(JB): 5.60e-37\n", - "Kurtosis: 14.071 Cond. No. 8.58\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" - ] - } - ], - "source": [ - "import statsmodels.formula.api as smf\n", - "\n", - "model_multiple = smf.ols(\n", - " \"math_change ~ completion_change + out_of_school_change + teacher_change + gov_change\",\n", - " data=merged,\n", - ").fit()\n", - "\n", - "print(model_multiple.summary())\n" + "data": { + "image/png": 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", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "comparison_vars = [\n", + " (\"completion_change\", \"Completion Rate Change\"),\n", + " (\"teacher_change\", \"Teacher Ratio Change\"),\n", + " (\"out_of_school_change\", \"Out-of-School Rate Change\"),\n", + " (\"gov_change\", \"Government Spending Change\"),\n", + " (\"digital_connectivity\", \"Digital Connectivity\"),\n", + " (\"school_closure_days\", \"School Closure Days\"),\n", + "]\n", + "\n", + "for var, label in comparison_vars:\n", + " filtered_df = merged[[\"ISO\", var, \"math_change\", \"income_group\"]].dropna()\n", + "\n", + " plt.figure(figsize=(10, 6))\n", + " sns.scatterplot(data=filtered_df, x=var, y=\"math_change\", hue=\"income_group\")\n", + " sns.regplot(data=filtered_df, x=var, y=\"math_change\", scatter=False, color=\"gray\")\n", + "\n", + " plt.title(f\"Math Proficiency Change vs. {label} by Income Group\")\n", + " plt.xlabel(label)\n", + " plt.ylabel(\"Math Proficiency Change\")\n", + " plt.grid(True)\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8edb47106e1a46a883d545849b8ab81b", + "metadata": {}, + "source": [ + "## 📉 Residual Analysis\n", + "We check residuals to assess the assumptions of the multiple regression model." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "10185d26023b46108eb7d9f57d49d2b3", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 29, - "id": "b0cd3d95", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "merged[\"predicted\"] = model_multiple.fittedvalues\n", - "merged[\"residuals\"] = model_multiple.resid\n", - "\n", - "plt.figure(figsize=(10, 6))\n", - "sns.scatterplot(x=merged[\"predicted\"], y=merged[\"residuals\"])\n", - "plt.axhline(0, linestyle=\"--\", color=\"gray\")\n", - "plt.title(\"Residuals vs Fitted Values\")\n", - "plt.xlabel(\"Predicted Math Change\")\n", - "plt.ylabel(\"Residuals\")\n", - "plt.tight_layout()\n", - "plt.show()\n" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: math_change R-squared: 0.278\n", + "Model: OLS Adj. R-squared: 0.141\n", + "Method: Least Squares F-statistic: 2.022\n", + "Date: Mon, 21 Jul 2025 Prob (F-statistic): 0.128\n", + "Time: 22:16:31 Log-Likelihood: -67.852\n", + "No. Observations: 26 AIC: 145.7\n", + "Df Residuals: 21 BIC: 152.0\n", + "Df Model: 4 \n", + "Covariance Type: nonrobust \n", + "========================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "----------------------------------------------------------------------------------------\n", + "Intercept -0.6992 0.896 -0.780 0.444 -2.563 1.165\n", + "completion_change 0.2842 0.213 1.334 0.197 -0.159 0.727\n", + "out_of_school_change 0.2685 0.157 1.708 0.102 -0.059 0.596\n", + "teacher_change 0.2819 0.148 1.900 0.071 -0.027 0.590\n", + "gov_change -0.6925 1.050 -0.660 0.517 -2.876 1.491\n", + "==============================================================================\n", + "Omnibus: 40.723 Durbin-Watson: 1.763\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 166.946\n", + "Skew: -2.808 Prob(JB): 5.60e-37\n", + "Kurtosis: 14.071 Cond. No. 8.58\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "import statsmodels.formula.api as smf\n", + "\n", + "model_multiple = smf.ols(\n", + " \"math_change ~ completion_change + out_of_school_change + teacher_change + gov_change\",\n", + " data=merged,\n", + ").fit()\n", + "\n", + "print(model_multiple.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "b0cd3d95", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "8e0a6a21", - "metadata": {}, - "source": [ - "## Findings\n", - "\n", - "We aimed to understand what factors were associated with changes in primary students’ math proficiency between 2019 and 2023.\n", - "\n", - "### 🔹 Regression Insights\n", - "\n", - "- A **simple linear regression** showed a positive relationship between **completion rate change** and **math proficiency change**, indicating that countries with increasing completion rates experienced smaller learning losses.\n", - "- In the **multiple regression model**, the following patterns emerged:\n", - " - **Out-of-school rate change** was negatively associated with math proficiency change, implying that greater exclusion from school is linked to worse outcomes.\n", - " - **Teacher ratio change** had a mild positive effect, suggesting that access to trained teachers might help mitigate learning loss.\n", - " - **Government education spending change** (as a % of GDP) was not a significant predictor, pointing to the importance of **how** money is spent, not just **how much**.\n", - " \n", - "### Visualization Patterns\n", - "\n", - "- Scatterplots confirmed these trends, especially the negative effect of out-of-school rates and the positive link with teacher training.\n", - "- **School closure days** and **digital connectivity** showed less consistent relationships and varied across income groups.\n", - "- Generally, **high-income countries** experienced smaller declines in math proficiency than **low- and middle-income countries**.\n", - "\n", - "### Interpretation Note\n", - "\n", - "These results are **associational**, not causal. While they provide insight into possible contributors to learning loss, other unmeasured factors (such as national policies, testing disruptions, or social conditions) may also play important roles.\n" + "data": { + "image/png": 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", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.7" - } + ], + "source": [ + "merged[\"predicted\"] = model_multiple.fittedvalues\n", + "merged[\"residuals\"] = model_multiple.resid\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x=merged[\"predicted\"], y=merged[\"residuals\"])\n", + "plt.axhline(0, linestyle=\"--\", color=\"gray\")\n", + "plt.title(\"Residuals vs Fitted Values\")\n", + "plt.xlabel(\"Predicted Math Change\")\n", + "plt.ylabel(\"Residuals\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8e0a6a21", + "metadata": {}, + "source": [ + "## Findings\n", + "\n", + "We aimed to understand what factors were associated with changes in primary students’ math proficiency between 2019 and 2023.\n", + "\n", + "### 🔹 Regression Insights\n", + "\n", + "- A **simple linear regression** showed a positive relationship between **completion rate change** and **math proficiency change**, indicating that countries with increasing completion rates experienced smaller learning losses.\n", + "- In the **multiple regression model**, the following patterns emerged:\n", + " - **Out-of-school rate change** was negatively associated with math proficiency change, implying that greater exclusion from school is linked to worse outcomes.\n", + " - **Teacher ratio change** had a mild positive effect, suggesting that access to trained teachers might help mitigate learning loss.\n", + " - **Government education spending change** (as a % of GDP) was not a significant predictor, pointing to the importance of **how** money is spent, not just **how much**.\n", + " \n", + "### Visualization Patterns\n", + "\n", + "- Scatterplots confirmed these trends, especially the negative effect of out-of-school rates and the positive link with teacher training.\n", + "- **School closure days** and **digital connectivity** showed less consistent relationships and varied across income groups.\n", + "- Generally, **high-income countries** experienced smaller declines in math proficiency than **low- and middle-income countries**.\n", + "\n", + "### Interpretation Note\n", + "\n", + "These results are **associational**, not causal. While they provide insight into possible contributors to learning loss, other unmeasured factors (such as national policies, testing disruptions, or social conditions) may also play important roles.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 5 + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 }